{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 12 绘图实例(4) Drawing example(4)\n",
    "本文主要讲述seaborn官网相关函数绘图实例。具体内容有：\n",
    "1. Scatterplot with varying point sizes and hues(relplot)\n",
    "2. Scatterplot with categorical variables(swarmplot)\n",
    "3. Scatterplot Matrix(pairplot)\n",
    "4. Scatterplot with continuous hues and sizes(scatterplot)\n",
    "5. Violinplots with observations(violinplot)\n",
    "6. Discovering structure in heatmap data(clustermap)\n",
    "7. Lineplot from a wide-form dataset(lineplot)\n",
    "8. Violinplot from a wide-form dataset(violinplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import packages\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Scatterplot with varying point sizes and hues(relplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 505.975x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\")\n",
    "\n",
    "# Load the example mpg dataset\n",
    "mpg = sns.load_dataset(\"mpg\")\n",
    "\n",
    "# Plot miles per gallon against horsepower with other semantics\n",
    "# 其中x,y为横轴坐标变量，hue表示分类类别，size表示点的大小\n",
    "sns.relplot(x=\"horsepower\", y=\"mpg\", hue=\"origin\", size=\"weight\",\n",
    "            sizes=(40, 400), alpha=.5, palette=\"muted\",\n",
    "            height=6, data=mpg);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Scatterplot with categorical variables(swarmplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NDvGgMaEJswTlAAYQhtzN8qImrA4XY+NMTJHtoLlmZ1CdzHF3oTd2r/OtyK9kbXFtUJ07xqSTbTH2wdVISPhptZdSsOP/BZVFxY8lddiVp6U/PyUfgOjz0bB5C5Wr1uBqaEAVHU3C/HlET5l0Sv0AznT6RT6AgoICUlNTj3vwP52I9G4Hk+U1XK38CpfHhkmejSiGTucqW9p5/2Ae1a0ORpoNGDWhweF+jJmtKvqcurItCIKCuPRZxCTlHP/BEucwvT1kZ+76c2/IBIGYaVNOaLePxPHTpya1vLyc2NjYvjzFT0ImE7CkBD9gsanT/WWy7ltiiMmiLO9DHG11+HxuGqt2IggKZEL3AK83pvHGYRflzR14fCK7auw0Oz3oFN3p4RLCNAw3R3A82OsOUl30BV53O25nM2V5K2lvrjzBK5Y4F9AbUggzpgU+ywQlMckntmwicXbTpzOAiy++mIsvPrV74j2uNqw1e5EJciItI5Ertfh8Huy1B3A7mzGah6PWRRKfMRurYKaxsQSLZRDm5KEADBh5PfXlW9HoLRjMWTTV5wa17+ywEjfqTgpLvkWtiSA8cTT2LUeC6lS1dPDw+CQ2HSlAq1QwbVAaCkHA5fWxs9pGh9vLmDgjJo0KURRpbsino7WaiKhBQYJ0F632kn6zjitxauloqaapIR+N3owhZggDx9yCrWYfblcLJstw1LpoHG312OsOodKaMJmHIRP6X+5aib7hrPIEdjtbyPvmRdzOZsCfv3fIhLsp2vsWLVb/IF115DMGjfslX9XKWVUoAilQ7+QasZ7RYU0U73sHUfTS3HgYl8MWEg7aq4ln6bd1uLz+NbZBzdUY1Urszm7nsJRwBZW7/0Kqux2A0tbNDBp/F89+U0Rpk79sdWE1v5s4GHfF59SVbQagsnAt5uTJIdclbTOV6A173SGK9r5F1zJPdMJ4UoYuJCrhvECdVttRDu/6G6LPA4A1JouMUWfepgyJ08NZpao0Vu0KDP4AzvYGako2BgZ/AJ/PTV3p13x2NFikXVtcS23pxqA1fnvdQZIGz0eti0YmkxMZN5od3iG4vN27gg7b2pg3MI6EMA2CDLItBqZoi/B2Dv7gjxa6qzgvMPgDdHi8bCqpor58a49eiLTYiohNn4mg0KBQ6knKvAxdRN+I4RL9m9qSjfRc42+o3IHbFezIVFu6OTD4gz++VUdr8LMvce5yVs0AehW8elFfRcSQYlEUe61bg5n/+eZh9bk4TzThFUMDUslkIBdkyGX+fwpCheLepThfL+KzSELGRSRkXNTrERISXYiEPotN9fnUHF2H29lCVPxoxF6e1/4mDEv0HWfVDCAqfgwKVVjgs0obSWzadMJM6YEymaDAkjyZC9LMQcfOTreEiMDhMUP5W66N6lYHTq+PLRWNKAUBlSAL1Mkw6Vl9uIqy5g7cnSLwdkcycoU2UEejtzAmbQhJET3KFAJTUhOISey5w0eGJWXaybgVEucA/mel+1k0xY6kLG8FzvYGfF4n9eXbUKkjkMm61/wjojPRhp15GzP6I++99x7vvffejz5u5cqVPPjgg33Qox/PWTUDUKojyMq5F2vNns4lm1H+rF7Zi6ks/ASXw44ldRp6QxLzDRAnb6ao0coQSwzZKWbATNaEJdjrD6HWRtGoSqOjuijoHA0dLn47NoGtR4swatRkJcfz+68Lg+rkNSu4fOK9WGv2IperO/uh5P6x6WwoOECb28Ok9AziwrT4Bl+KTRGP3V5JYvxQouIHncI7JtGfMVmGM2TCrwIisExQYKvZG1TH7WphSM4S7HUH/SKwZcRp6u3x4RNFdlTZ+PJoHVaHi0iNillpZsbFmxBksh9u4BSyaNGi092FE+asMgAASnU4lpSpQWXF+94O6ACt1iIGj/slTQ35yIs+YxDgtUO9sICYpBy04bFow/1vSFq3F7VcwNljzT9J56N+z4sM6PQEbm0fgFE9KUgETjfpUWmMQYHlRNFHyZ7XMDf7vQJrmzSYxv+KVaVOvixRACnI6lu5WWZlXHz/ipkkcfrQRSQGNCK3sxWZTB6kY+kNyWjDLGjDLKeri8eNTxR5dXcxuQ0tAZ2txeXhnYNl7Kqxcfvo9BMyAl0eurNnzwZgwYIFPP7447zwwgvY7XY0Gg2PPPIIWVlZPPjgg9jtdkpLS7n//vvZuXMnW7ZsQRAEZs2axZ133snLL78MwF133cWaNWt49dVXkclkDB8+nCeffBKPx8PDDz9MQUEBMpmMm266icsuuyyoT3v37g14IptMJp544glSUlK47rrrMBgMFBYW8uKLL/5oh7rj5axaAuqNtqbyEBG4tvRrao5uCKrXlQqyJ1qlnP8blUaMTo1cJmNCfCTZ4v5jwkEXcf1AHfE9ROCfDQ7dstncWEh7c7dLuNfjoKL0G74qrQ+UiRDiQSwhcbwo1WGkjbgalcaETFAQnTAOc0r/cajaUWULGvy7cHl95Da0sLPKdkLtz58/n48/9mf9Kykpwel08vTTT3P//ffzwQcf8OSTT7JkyZJAfaPRyKeffsrgwYPZtGkTq1ev5r333uPIkSM4e4SqqK2t5Q9/+AP//Oc/+fjjj/F6vWzcuJGXX34Zk8nERx99xFtvvcXLL79Mfn53pAGXy8W9997LI488wurVq7nqqqu4997uqMKDBw/ms88+67PBH/rZDKC+/BvKC1Yj+tyoNCYGj7sDlcbw/Qf16oIrcqwQJiJSW7q5Oydw2nQsKVNJkddyjfJTXF47JuXIoB0VXcQJjVyl2obDVYtBmYVGFk+LU+StA2XkNTSTGKHjygTH8fXjOPW5gsYW3sstp6HdxZhYI1cPS0YtP+vtuUQPvO4OSvNW0FSXiybMQvKQBZgsI874ZZ7v4sujdSGDfxcur48vjtYxPuGnz46nTZvGE088QWtrKx999BEXX3wxr776Kr/97W8Dddrb27HZ/IZmxAj/fbRYLKjVaq666ipmzJjBfffdh7pH0Lo9e/YwevTogNNrV5KYV155haeffhqAyMhIZs6cyY4dOwgL8+uUJSUlREREBM4zZ84cHn30UVpaWoLO35f0mxHD43FQlrcyEIbZ5bBxZM8/f/A4vTH5GO9IBebkSSHLRMaYoVQUrMbjasHjaqGiYA32+jyK9r2Do60Wn9dJY+UOZIICmdBtN/WGFCqPfEZ7cwU+nxtbzT4qCj/hvdwK9tU14fKJFNvbeLtEjjY8LnCcIFeTkDyeqckxQf24MD1YnO4Nl9fHq7uLqWzxi9NbK618fKT6B4+TOLuoKPwEW80+fD437c0VFO196zt2/fQPrI7vT8Fo+4HvfwiVSsWMGTNYv349a9eu5bLLLkOlUrFq1arAv2XLlmE0+mN2aTQaABQKBcuWLePuu+/Gbrdz1VVXcfRot8OmQqFA1mNpymq1YrVavzOMdBe+XlJc9qzTdf6+pN8YgFZrEce+LTva6qgt2Yit9kDgwfe42qgv30pDxXa8Hv9b94BRNxCdMIGI6EwyRt2E3pBMfMZs4jPmEB45kKTMy1Gqw0PO2VR3CJ8n+M3d1WElfvRddERNwZcwl4TMBXhczUF1Wu0lHLEF78euanMRP/xGouLPwxCdxcAxt6ANs7AoK5FLMmLJig7nhhEp5CREAVDR3MFnxbUcqGsKPEhuZwt1ZVvIK95Nmzt4q2mhNTSRhcTZzbFe425nE462eqzVe6kt3Yyr48SWTE41kRrV935v+oHvj4f58+fzr3/9C6PRSEJCAqmpqYF8AFu2bOGaa64JOSY3N5drr72WsWPH8sADDzBgwIAgAzB8+HD27t1Lfb1/Offpp59m3bp1QWGkrVYr69atY9y4cYHj0tPTsdvt7N+/H4BPPvmE+Pj4gAE6FfSbJaCwyAEhZaLPQ8XhjwAwxWaTNHh+pyewP6lETckGhky4m+J979Bi9e/U6RaBC6g6shaAFmthrx64hpghITmBvdp4lu6sw9npCTykpYVZ6oggB7QwQzLpGj27auyBMrNOTdWBt+loKff3w36UzPF3sbrMyRdH6wDIa2hBKchQCAKv7i4OmLvpydEsTA8jb/tf/DGCRDlq2QKcYvefL92o/3E3VKLfE2ZMwdHWrRkp1RGU5X1Aq82/c63qyFoGj/1lvwkjMivNzDsHy3pdBlLJhZCt2z+FMWPG0NLSEtjB89xzz/H444/z97//HaVSyQsvvBD0Ng+QlZVFdnY2l1xyCVqtltGjRzN16lQOHToE+JeIHnroIW666SZ8Ph/Z2dksWLCAjo4OHn/8cebNm4fX6+W2225j6NChFBQU+K9JpeKFF17gySefpKOjA4PBwAsvvHDC1/hj6NNw0D+F7wtpWluyicrCTxBFb8huBwBL6gxqS4LF3Nj0WdQUfxlUFhk3BnvdwZBw0NGJE6gt2QCIWFKnE5c+k6b6PMryP8TlsBNpGckmcRxfVwa/8d8/XIO77JNATuDUYT+n1avkX/tLyGtoISFcy8JkEUfBv4KOMyRN5fnSRDy+7j9BcoQWhSBQbG8LlAkyeDCtCmvZxkBZuS+W7crzsblERseauH54MhqFFOPlXMLjbqfk4H9pqs9DozdjTp5MWd6KoDpRCWNJHdo/wkH3tgsI/IN/VnT4Ce8COpvoF+GgTzaW1KlYUqfi8/ko2vNPmhsLgiv0tv75I0RguVyFIPdH+hTk/ulmlSyBFeJ8GkUnY2WReHpZt6vFzEYuoUbsYARGrkWNXuhgnnIL05SH0aniiZSNobyXvh1rf31ibynoQsuShBqmDVNgNA8LeWORODdQKHVkjLoBURSRyWS02ktCK/UjTUCQybh9dDo7q2x8cbQOm8OFSaPigjQzY89AP4CzgX5lALoQBAFzyhSarYWBB9xoHoYldSqN1bvwdMZDUWlMWFKm0morptXuX7PrEoFVWhM1xesCbRrNQykvWBX4XFGwGoUullf3tNHRmRFsc3kjU5KiUAoy3J1v7QNMetYcrsLm9O8O2lltQ6+Uk+PbTFO9f4rY1lSKx92BNjyOjha/WNslAk/xOdlQ1p2H9II0M0pBxht7SwImamJiFPEpyTRX7wjoGhq9BUPMEGnwlwg8A3pDCnpjKm2dhkAmKIhJ6l/hoAWZjPEJkSe020fi+OmXBgDAED0Y84jbKSnfg14fQ+qgCcjlClLH/IqDR7YiCHIGD5qEQqUjY9SNVBR+jMthJzZlGnpDMnpDMmGGFNqaygmPTKfVXhpyjuq6Qjo8wW7zDe0ufjc2gS1HizFq1AxNiuf3W4I9gQutrQwXgwU6Z3sdwyb/lubGAryeDkyx2ai1kSwaKhKmUlBsb2N8fCQTE/0isAhsqWgkJULH/EFxyAWBrIm/xlq9B7lCTWTcaASh3/75JH4CPq8LW+1+vB4nJsuIkI0LMpmMjFE3BrzeY1OnozckAdBiLep81gcEyiQk+u0Ikt/Ywou7bXhFf6jkcY5yfp6VyNKdFdgd/u2WFnsZD0/KpGz/27Q0dorAtuKAMGaIGYIhxr+O1ttKkSU6HXWFI8gTOFHno37vX8jw+rektXQMxKDOoamHJ3CaUY9eTMFeuz9QptZFo9KaQrJ7rciv5POeIrBcQCGT8ffOGUBuQwsOr4+rhyb5vYvTZpzgnZPoj/h8HvJ3vEJHiz85UFXR5wyZcDdqbfCbcpDXu62YwePuoKnuEFU98l+nZC0kOnH8qeu8xBlLn24DXb9+PQsWLGDOnDksXbr0pLb9eXEt3h6j9o5qf/wQu6N7IK5tc7K1uDgw+IP/Laor/n5PIqIyiM+4CLlCg1yhIT7jImIsmdw6Ko1orQq5DMbFmfyewN7u/cjttkJ+MVBHXJgGGTDCHMHPMhNIzpxPeORAQIY2LI60EdeELNc4PF7WH+sJXFTD2uLaIIViY1k9ba5QBzSJc4fmhvzA4A/gdbfTULE9qE6bvSzY693r8js3lmwMqld9dH3fdlai39BnM4Dy8nIee+wxli1bRlRUFL/4xS/YuHEj06adnGiXvUm73t5CP/dS5vX5eOdAGTurrURqVPw8K5Eh0RHIFWoEuT9LV5cIrBQE1AoBpSBDrRB6DfWskblQy/11NHI5cpkMBzq+kM0kTxxLokzHdbIodKKPysJPaKjbCpAtAAAgAElEQVTciUKpIyr9ouMWgfuPlCfRF/T2HPu8Lor3vxvYBRSdOKGXA32hQrDo93r373iD2LQZvW6Dljj76bMZwBdffMHFF19MbGxsYH/tyJEjT1r7M1PN9IjKTLbFwAVpZsJV3TYtSqtiQlp6iCfwESGTTeUNdHh8VLY6eHV3MfUNRZTnr8LtbO70BF5NY31hwOPW4RXZXN7IYdngEE/gvx92U9LUjssnsqPaxsqCSt7PLWdvbRNOr0iRrY3X9xyloXIntSUb8brbcbY3UH3oPSbGB+cKviDNzAVpZnrOFSYmRgVdl8S5hyFmCBp99z54uUKD29mKrdNPpb25nKqiz9EburPH+Tc8TMacEjy4G8x+r3e3sxm3s5ny/FW9piKVOPvps1GltLQUpVLJbbfdRnV1NdOnT+eee+45ae0Pi4ng4UmZ7KltwqxTcV5cJApBxqOTh7C9yuoP3pYQiV6lIG3Uzew7vAWno5mM1PPYWNQOtATa6vD4KKopR3nMOXoTgXPbwpg0+mZqSjag0hhRJ8zEuqU4qE6htZV2T/BMobrVgb0xOHewKHqZa2nDoIml2N7GhAQTOZ0icLROzYG6JuLDtYyOPXWegRJnJoKgIHP8XTRW7cbndRAZO4rC3f8IquNxNpGRvZiGyu1BIrDekIQgV9NiLcJoHobX3RbSfoutmDBTWkj5qUYUfVhr9lJXuhmXw45KY8ScMoXI2GxkspP/vvrQQw9x1VVXMXz48OOqv27dOg4ePMjdd9990to8nfSZAfB6vXz77be888476HQ6br/9dj744AMWLFhw0s6RFKEjKUIXVGbUKJmdHhz69q97SsltMAAG1A31jI0zBX2vkgukxcRTURXc/neJwEf2vBVwItO1WTGoJ4SIwO0eL7ZjPIEjjCk01/aI1y4T2FSv5JPyGgDyGltQyOWMjTORZtSTJnn3SvRArtBgTp4Y+KzvxRO44vBHAU/gVttRv9d7fS5VRz4Durzeg+NggT9s9OlGFH0U7X2bFmthQGfzuFopy12BrWY/A7KvP+lG4KmnnvpR9WfOnMnMmTNPapunkz5bAoqOjiYnJ4fIyEg0Gg2zZs0KxLw4lZTY28ht6H7bd3p9uL0+xsWbkMv8y0S3ZKdisQwiPuMiBIUGQaEhPmM2MZZMbslOI0qrQpDB2DgT2ewP8iButx3m+oE6YvVqZMDwGL8IvCgriSFR/m16CeEabh2Vhjkph+jECcgEBQpVOAmZP+Pzyu62ukRgCYnjIXHgxRiihwAyNHozcemzAoM/gM/r7IxwuyHoOHv9QeIHXNjjWb+IiKiBp7bzvWCt2Rs0+Hfh87posRZiq9l3Qu3feeedfPbZZ4HPCxYsYMyYMWzfvp3t27ezcOFCFixYwAMPPEBLSwu33347c+fO5bbbbuOyyy6joqIiKJvX+eefz4svvsjChQuZO3cuBw8eBOC6665j+/btiKLIc889x+zZs7n44ot56623ANixYweLFi3i8ssvZ+bMmXz55ZehnT1F9NkMYMaMGTzwwAM0Nzej1+vZvHnzD1rOvsDbm1osE7lQtYfzVHtRq40kKi4FjMgVGgTBL/7K5f5IfGqFgFYhp03w/1ch9hIOurmGhWvW0F5RQeTY89AMvZUOhQqNwp8+UquQoxBkiDKBncIEtvgGoJcpuUSIRRSD/Q96E7J7o8VWTHn+KlwdVoyWESRnXhbwYpbo/7idLZTmLqfFWoQuIoGUrIVo9MGRY2WCHLlCg0xQIsjVIISGAhF9vYnAPuQKbfezruj7qJPHQ13p5pDBvwv/jqZNRMaN+sntz58/nzVr1jB79uxAPoCsrKzA9yUlJXz11VeEh4fzzDPPkJaWxquvvsqBAwf4+c9/3mubRqOR5cuX88477/D6668HksQArF27lt27d7NmzRrcbjdXX301F198Mf/+979ZunQpAwYMYNu2bTz99NPMmjXrJ1/XidBnM4CRI0dy8803By46Pj6en/3sZ311uu8k3agjw9S9lKIQZIxQltJQ8Q0+r4OO1hqK9r1Nc8NhyvM/xONqxuNqprxgFdb6Ql7ZVUxFSwcOr49N5Q0cFo4VgZMpffFtWgsL8XV00LBpM6Vvv8v7ueXsqfWHgz5ia+Nve47ydXkjnxXX0urxUdvm5M39ZYw9JvvXhWk/nLnJ53VTtPctOlqq8HocNFbuoLqHV7NE/6csbyVN9bn4vE5abcUc3f9uSJ3Kwk+w1uxB9Lloby6n+sjnQUs5MkGBJaUXETjG7/UeeNbzPzwjRGCXw35C3/8Q06ZNY8+ePYF8AJdeemnQ92lpaYSH+2ftW7ZsYf78+YA/2uegQb2nap0yxZ9wZ+DAgdjtwf3buXMnc+bMQaVSodfrWbVqFTExMTz33HMUFhby17/+lX/961+0tYVqMqeKPt1asnDhQhYuXHjS2hNFkYP1zdS2ORkWE4FRaKWpPg+1NgpDTCYymYCntZWGrduQyeVET8xBrtVy13kZrMyvpNHhYnaaBaH0vR4SMPg8Dqy1octTVb2KwOFkj7qTIyU70WgMxEcM4ED9hqA6zbm5FA4K3pJX1eogtyE4iJxXFBkZE0G0VkWxrY3xCd2ewFUtHRxqaCYuTMvQ6HBkMhnupiYatm7Dq3bi9bQHtdVqCxaiJfo3xw7I7S2VuF1tNDfk4/M6MVpG0GIN/pu7nU1kZN9AfcU2XM6m3kVgy3C8rtDQ4WeCCKzSGANhXL7r+xNq/5h8AK+//jpff/114Pue8fflcnmvW2+PpSsxTG8hWY7NE1BRUUFkZCTXXXcd48ePZ/z48eTk5HDfffedyGWdEP1qb+FbB8rYUtEIwPJ8mCNsJFHmV24j40aRkDSXfffej6vRX6dyxQeMfP5ZXj9QEdABCq2t3JEYB3Q7hwmCEkN0Jo2VwY415l5E4CitiqXf1uP0+t+0soztTDIZcdu6rX/YwIGkGfUhIvDAyLCgENGCzO/pu7nzmvIaW1DJBRSCjFd3F9MVJPT8lBguj1az774H8DQ3g0KG5sY0em5bktz7zy70hmSaGvICnzV6C0d2vUF7lyfwkc8Jj8wIEoEVqnDKD39Eq63LE7hLBM4LDn2ecmaKwOaUKZTlruh1GUiQq0KSOP0U5s+fz9KlSwP5AL6LnJwc1qxZQ2ZmJgUFBRQWFv7ouFtjx47l7bff5qqrrsLj8XDzzTfz7LPPUlJSwn/+8x9UKhV/+tOfgpLEnGr6TUIYu8PF1s6BEvxr+3t8gwOfrdV7qN6wNjD4A3RUVpG/bmOICLzdnYkpNhtkAiqNkbQRV2OyDCM+Y7ZfGJOriRtwIWZLJrdkpwaJwB6fGGQQcu3tRNz2SzTx8SCTYRozmtRfXMuirEQyu0TgMA23ZKcyLTmGqUnRKAQZESoFV2clsa3KGmhLBD4tqmFtUS09IkSzsaye8k8/8w/+AB4R19pqFIIekGE0DyduwAUn6U5LnAkkD7mcMFM6ANrwOKITxwcGfwCPuw2lOpyI6ExAhloXQ/yACwKDP3SJwF+H5LtuqjtE3IALEeTqwIaHM0EEjozNJjxyYMAJswtBriI8ciCm2BP3I+rKB3Ds8s+x3HHHHZSVlTFv3jxeeukloqOjf3SGrgsuuIDRo0ezYMECFi5cyPXXX8+IESMCovGcOXNoa2vD4XDQ3t7+ww32Af1mBuATQ71/RYItstiLJfV5fHBMIiE3CrYJU9gpZmGSabhSSMQI5AsjWSuaEYHZ8ljiAY1CjlYhp10uoFPKcXhCz+FJjES/eBCyFgNaSxqCToXC56+vkcvQKRWo5AKCDPRKOZrOttSK0GmmVxQRevMOPubafGUdJOovInLCuD7ZHy1x6mizl1GW/wHO9gaM5qEkZS5AJiiRK7TIBBVyhe47/8YKpRaZXOX/b68isDckTaQoelEotX7hWCZDrtAC0Nx4hIqC1f7cF7HZJGZeiqdTjG61lxJmTCVl6MITXor5LmQygQHZ12Or2Udt6aaAH4AlZSqm2JEn7TnvuevmnXfeCfz/+PHd8ZHWrVvH4sWLGTNmDFVVVVx77bWYTCYWLFgQ2Mq+fv36oGO7ju/Z5pIlS4ISzQP89re/DcpD/Pjjj5+U6/op9BsDEKlVMSbWGFhCkQHDhcOB7w0xWcSNmU3th18E3pTVMdFkzpzKgIOVFNn8QotCkKGRC4EQzG0tHby6u4j/G5XOf3K7I/a/n1tBrE7N63tL6Ogc9DeWNTA1KQqFIAskcUk36vAV/Yc2p79f/midWj53ZrO7s6+FtlZe33OUWWlmPi32T9lb3V7e3F/K2DgT31R1p+67IM2CQpDxjx7hoHMSIkkaeSHWL9fh7XxT0CYmYBozWhr8+zmiz8uRvW/icflnqY1Vu1Ao9Tg7bIFw4q22IrweBxq9GUebP3CgoNDgdvk9gQHamspwOZrQG5JpayoDukTgSag0hqBESYaYoZTnd4c+L8//EI0umqL9/w6kQK2v2IZSY6ClsZCWzq2lzY0FlBz8H4POu7XP7odMJhAZN+qEdvucDNLT03nsscfw+XwIgsATTzyBIJx9v7V+YwAAbs5OI7vaRm2bg5FmAwqnKSgctEKuJPNPf2T/x58jKBRkXjIbZXgYd5+XwfL8CmwONxekmVlbXBvUbofHx66a0Pypu2rtgcG/i/p2Fw8Oi2PLvgKMOg2Thhg4sjNY/W+xFXPYkRFUVtXq4FB9LyKw2UCGo4myejvZA5IY3ikCg8jWcisphu5w0AOffYZDa9eh0GoZculFCKoTz5EqcXpxtNcHBv8uWmzFIfl8O1oqGTrpAaqLv8Tr6SAu/QJKDv03qM6xIrAldXog9Llc4ReBTZZheNyhyw3W2gMh+a9bbEW02IPF6HNls8Hw4cNZuXLl6e5Gn9OvDIBC8Id3AChobOGPe+x4fKkATHBWcuWQBJ4+VIs11r+3N/ZAFQ9PiuD1PUc51LkD57C1lbHxoZ7Aw2Ii2FzeGFQ+LMbAjipb0Jp/Am6qfv1rUhz+H0v5qBEopocH/Yj1hiTS1HpsjmNEYFOwCCwDFF9+hmLFctKBZkGg4b57qcwYwj/3leITIbexBZfPxwVpZp4qaKQlYRgA6/dX8uDEwSgEKSFMf0atjUKu1OHtMSjrDUkoVGE0N+QHyjR6C0cPvEt7cwUAbfZSwiIzcLR2Ow4qVOGUF35Eq7VbBM4cdwf2+twfFIEN0YOxVe/G5+v2aNdHJOPzuGhr6vZV0f3IzQZd2cokTh4nM4tvv53TfFZcG5RL95sqK1+U1GHtEQ66ps3JZ8W1gcEfOj2BPT7GxpkQZBCpUXLzyFRGx5qYPzAOjUJAoxCYNzCO0bFGbs5OJVKjRJDBeXFGhu3ciM/R/abUtGc/sZHTUOuiARkR0ZkkDpzLVUMTGRwVBkB8mIabs1OZlhLDlM4lpHCVgusy42hf9WH3Rfl8VKxYyafHiMAbSuv58mgdLT1CQpc2t3Oovukk3lGJ04EgV5I+4hrU2ihAhiEmi/iMi0gZsiAQxFAbFkd0wrjA4A9+EVgVJAJH+0Vga7AIXFO6+TtE4Av8IrBcTfyACzFZhpM24mqUGiPIBEyxI4lNO5/UYVeii/Dnl9VFJP2o/MJKpZKOjo6ffnMkesXtdqNQnJx39341A+iJrxcj6O2l0NNbRURmbl/H8C1b0EZFkRq9GGKNjCnch2XlB4giJC2YDwPj0Crk6FUKHB4vYUoFcrc7tLk6L77P7bgrqxHPS4BMgTCPk0s2rGbi/v2Ep6RgSfs/5BFapu39mkFfrkcZpifpyoUcOTb0s8cT4g3sE3v3aD5er2GJM5uIqEEMm/Igos/bLeQqdQwe98tAma32QK/HKpQ6BLkKhVL3I0VgPYLCn8NCrvQ7ShrNwzCahwX1Q64wM2TC3cF9O07MZjOVlZUkJCSg1WqlmcBJwOfzUVtbi8FgOCnt9VsDMDM1htyG5oBQOtJsYFaama2VVlo735QjNSpmp5s5bGsNEoGHFh2i5lP/lLituYX8Z55l8G/uo/j1NwLtF//tHyiTknmlxhuI7LmhrIHI4WMxbNmK2GkIwgYNpOy993E1+JeP6jdsQq7T4W1rp3HrNgCaD+VS8OyfiJt3CRXL/euKXrudIy/9lajJk2jYuClw3vhL5zErzRwkAk9IiOT8lBi2VTbi6MxPHKtXMzzm5DwEEmcGvQ2wXWWG6EzUuhic7f4EQoJc3YsI3PwdInBEIPY/dInA3TPP8vwP0IXHBRzBvq8fP4aICH+o86qqKty9vThJ/CT0ej3R0dEnpa1+awCGmw08NCmTvbV2YnRqxsWbUAgCj07O5JtKfzjonIRI9ColS8YNZHulFbvTzXmxRmx/WkNP2dbb1k7Dlq0h56jYs4/2zpSRXeSFR3PjYw9T9cEqVNFRxF50IfuW3B9Up/lQLp7WYPfu9rJy7Hv3BpWJHg+R48cSNe482kpKMY7KxjA0Cwt+h7MDdc3Eh2s6l6v8oa53VFnRKOTkJESilPfbFTyJH4kgV5I5/i6sVbvwep1Exo7iyN5/BdVxO+1kZP+C+spvcDm6RWBdRBJyhaZTBB6O5xSGg46IiAgYAokzj35rAABSDDpSDMHhoE0aFXMGBIdvUMsFpiZ3W0z3wAzse7sjCwpqNZGjR1H3eXBUvtisTNRWIUgEjsdN/lPP4O1c23TU1KI81hM4IwNvexuN27pFZU1sLBFDhtC4ZVv3CQSB8IwMNBYz0ZMnBZ07wxRGhiksqCxGp2ZuRtz33hOJsxeFUhsU10cfkRQiAlcUfkKLtSv/dW8i8BHMKVNC2pY8yc9NzslXyMSFC4iaNBEEAVV0NIPuvZuonAkkLfo5cq0WQaMh6aoriR07JiACy4AxsUaG79wUGPwBmvbtJ+mqn6OJjwOZDOPoUaQuvo60W24iYthQALRJiQy6bwmxc2ZjuWAWMoUCpcFAxh23o7GYv6OXEhLfT8Kgi4mIGkxPEbhr8IfvEoFFvwic3i0Cxw24kIio3oOdSZzd9OsZwE9FrtGQ+Ztf+71rBSEgTikNEcjD9CCKKDunrWn1lSxa8xYdDY2YJ03E63KGtCco5CjDI3DZm1BGRCBTKPFodGz52WLyJ9tJMIURF5dAuEJBxp23M+D2W4POKyHxUxAEBQqVHkGuRqHUB0Wp7eI7RWCVvjMMtAylSko8dK5yThqALmTybmGrOS+f4td6isB/R5MQT8Gzz+PtDNda8+laLLMvQKZUdovAAwdS9v7/cNX7PYvrN2xEodfx1bhZgT3/h62tvL77KI9PzQo5r4TET6Wy8FOs1bsBaGsqxeVoQmdIor3J79EuExRYkieh0oRTW7IxcJwhJitIBC7L+wBteDxhxtRT2n+J00+/MgCiKGLfs5eOqmpMY0ahjQtdD/e0tdG47RtkcjlROROQazR4fSL76ppocrrJthgwafwetM15+bQeOULE0CyaDh4Kaavx662Bwb8LR3UNWY89QuUHH6L+DhG46eAhCjLGB5VVtjpodXkI6yW5u33/AdpLSzGOHIku2b8W215RiX3PXnRJiRizQ4Ng+TweypetoKOsnLhL5mIYOiSkjsTpp625glbbUcIMKeiN/oibLocde90hVBoDhpisXsN5uJ2t2OsOIFdqMZqHIfTydt9iOzYcdKcIXNEpAqdNR29MRmdIQq7QducE9oR6ArdYixAEJS22YvSGpIAxcDmasNcdQqkOxxiThUyQ4/R42V1rx+sTGR1rQqeUXmj6K/3KABS98hq1nUJtyb8UZD36EMaRIwLfu5ub2Xfv/Tg738Yrln/AyOf/yP87UMHBzjAMKwsq+c2EQci+/JzSt7qDNsXPnxdyPuPobOo3bcbn7F72UZtjyH/qD90icG0dSqMRtz1YBE416LA5uh21YnRq9L38UEreeofKlZ1vY4LA4PvvRVAqyf/Ds4EAcHHz5pJ+841Bx+2+/S6cdf64MI1bt5H+fzcTd/GcH7qFEqeQ+vJtlOV1hxNIHDyPcFM6BTtfDYQ8NsQMJWPU4qDjnO0N5G1/OeAdrDemMHjsL0MMRagIHBYsAtu7ROC8HxSBPa528r55MfA5YeDFREQPpmDHK4EUqBHRmSSPWMxTWwuobvU7Q64prOHhyZmE9/JiI3Hm06ci8HXXXcfcuXOZP38+8+fPZ9++n57T02W1Uftld/Q90ePpHjg7qVu/ITD4A3RUVFCwblNg8AdweHx8ebSOiuUrgo5t/GY7SYt+jqDR+EXgn19B9MQcBt17N6qoKBAEoibm4PN4g0XgvftIuupKNHH+nUfGUdmk/uJarspKYlCkfxdPXGc46GPX/L0dHVSt+bi7wOejYvkHVCxfGRT9s+aTtXhauxNlNB04GBj8uyj/3/Lvv4ESp5xjs7RVF6+jtnRTULz7pvpDdLRUB9WrK98WFBqizV5KSw8P3y78IrBfvFXrookbcGGICOzPCby+x1EiTfW5xKXPQpCrOkXgC7DXHwxqu+bo+s4Ujd0vP80N+Ww7WhwY/AGsDhfbKoJDqEj0H/rMbIuiGMixeTLclkWvF3zBYlZ7ewfPby+krLmdIVHhXOAMFWi9bldIOGivz4d4TJA30eNBaTCg6EwJpzT5Q94qwsNQGAx4XS6URkPI/n4AQan0zwJaWlCZjMiUKsI9TuZtWoP1wEHCk5OwpN+KaNBR9u571H65DmV4OAkLfxYS5ln0uBGP0YZFUcS2ew8Vy1fibmomPCuz9/sjcUYh+jzHfPYi+kL/ThXNrSw/UEBdm4Nsi5GpitC80852KwXFr9HRUkVE1CCSsxYgCAqU6nAEhRaFKqzXZSJfbyKwz4NSHY5c4d9CrVSFh/RL9Hnx9dJXzzG/QZA80vszfWYAiov965M33ngjdrudK6+8kmuvvfYntyczGPDKFci93T+OEhfkN/qDsO2qsaOOG0hWeDieFn+ZKiqKzJnTST9QSbG92xN4eqoZxdw5QTOIyPHjKH7tb939f+0NNHFxwSLwJ50isEKB6PH3I2xgBmXv/zcgAtet34Bcq/VrEZ3OZc0HD1Hw7PPEz5tLxTL/zMNts3Pkpf9HzJTJ1Ad5Al+CTKGk8IW/BMqiciZw5OVX8Ln8b47Wrd+E3B9tkrSP+0zDnDKVqiOf9vg8mYjIQdjqDgYSteuNabye76DJ6d9U8HVFI4aENFKEnYHAbBq9hdqyr3F2Zv+y1e7rTAivpbFqFwBt9hJcHXZ0EUm0N3eKwDK5XwRWh1NbGiwCl+V9EPhclreSmKSJ1Jd3O0PGJE/GaM7CXrsfUfQbAr0hmcy0dD6vzMfWGXMrTCkPBGiU6H/0mQFobm4mJyeHRx55BLfbzfXXX09aWhqTJk364YN7ofpoadDgD6BqDQ6vnOuWc+XTT1L27nsISgUp11+LMjyMJWPSWLdtH7Z2B5OGDiTNFIZ4/bUoEow05x0ictQY3NXBbcF3i8Dpz/yBw198hSYqkrSxoziw5NdBdZoOHgr1BC4tw7Yn1BPYNO481LEWWgoOEzNtKpbzpwP+HKO1678iLGMA4YMHBYzJdyGT3sLOOOLSz0cXHker/Sh6QzJGsz+S65AJd2Or3Y9KbcAZnkXT1qKg4w62aph13v9Rc3QdCqUeS+p0crf+KahOi7UIuVIbVOZ22knPvoHDFXk4HE1kpI5Db0xEZ0iiRWHGai3DYhmE0hO8fAigVEeQlHkZ9rpDhEdmEJs2A5lMRsbom6gt3YhKYyRh4FwUSiUPT8pkW6UVj08kJyEysKlCov/RZwZg1KhRjBrVndRh4cKFbNy48ScbgNjkRIo0WtSO7vV3uyU+qE6yXkXek0/hrPPHS2krKWXkn/5I8bPPY9y1GyNQq9VifmYpLWIJtb5NMBgq278g2jQm5JzGUaEisJicwtNHm+lI9V/b8DonE44VgQcMwNPejrWxpyewhYghmSGewE0HDlK79nMAmvYfQKHVIFMqKfzLy4heL01792GeNROZXB60zNNzKypAWMaAH3M7JU4RhpghGI4JJ6ILj0cX7n923V4feqWcNnf33zZJL3Bkzz8DOkBHWz0qbSSuju70oXqDP7zDsSLwPwtaONBgAkxoGxt4ICeK/XVNrCxQAOnI6j3ckG44dlUUj7s9KGS0TCYQET2Ior1vBXQAl6OJgaNvIkKtZHa65STdIYnTSZ+JwN9++y3btnUPdqIonpAWoNZqiLr9DtojjIhA04DBjL7lBuLC/Hk6B5rCmFlzJDD4A3SUV1D54Wpsu3YHyrwdHVSt/oiaoz0FOpFmdTFJP78iIAInXrmQ6Ek5DFpyN6qoSL8InDOePdkT6fB0r4MesLYRcdttaGL9Pwhj9khSF19H+i03EZHl/+FrExMYdO89xM65CPOs85EpFCgiIki/+Ubq1vXw0vT5KF+2koplK4IG+/qvNpB2y40oDQZkcjkx06cx+Nf3oIqOBkEgcvxYkq46/jC9EmcOSrnALdlpRGlV/ix3MRHkqA4HicDtTaVYUqag1sUAEGZMIylzPgmD5hLemctXrY1Cm/4zDjR0zzw7PD6+PFrLp0XdRkIEPqrRBYvA6RdgrztWBF7XqwjcMyS1RP+nz2YALS0tvPTSS7z//vu43W4++OADfv/7359QmyOn5+CbOh63y41aowZgeFo8bq8PpVygYvlBjs3r1bVuHlTm8fQqeqkiI1FE+EVgVaR/XVMREY7SaMTndqOKjMStUIa05wo3+r9rbUMVGenP1CUIqCIjkYfpUZlMyPV6ZHJ5Z1kYyohwFOFhxy0CR0/MIXb2hYheL4LS34fICeMRPZ7AZ4n+SaqqiV9oN9AhWonSDQEEWo6p00Y4a5WXUUUrmUoTifIw5DIZWxQXcpDzMCv0TJJFAWVBx7l9YkhIdI/Ph1IdEQgDrVSH9ypY+3yhYnRvZRL9lz4zADNmzGDfvn1cdtll+Hw+rr766qAloZ+KIAiBwb+LrtlRsR4AACAASURBVKiYMdOnUfnhKjwt/i2TqqgoEi6fT/PBQ7QU+PMHyxQK4uZcRLO8KDhErnYwRX9+PfC5+LW/oY33i8BdWzCrP/6UrEgL34YlBn5UqQYdzr/8GVfntsy69V8FROCGr7cA/m2bBc/+ifhLL6Gic7umx26n8C//j+jJk2jYtDlw3vh5c/1LQC+8FCiLmToZZWf8b1mPvKQymQyZNPj3a0Sfl6K9b+J2+jWohsodRMaPQRCUQSLw2yVyKjqfw53VNuSCDJ1CztZK/7JQs60Na4eLVIOOkib/7EEhyJiRYsagVvL50e51/ykWRZB/gl8EzqG+vHvGHpM8CaN5KPbaA0EisN6Q0od3Q+JU06feG/fccw/33HNPX54iCHV0FNkvPE/dVxuQKRSYz5+BMjycoU88Rt36DbhsNqInT0Kfkky4OBihVUFz7WFMSSNw5TWEtNeweUvQ/nuA8H27eOC2cXy9rxCjXs3kJD2HjtmT33TwYO8i8O49QWVd4aAjx46hraQU06hsDMP9QqE6Jgbbrt3okpOImTIZibMTR3t9YPAPlLXWknzerzhc9A0qlZbYtJz/z955h8dRnfv/M9v7apu06r2494YBUw22IQQwCaSQSggQSG6Sm5CEX3JLQoB7E24IpCeQQmihmRJimik22MZNtqxu9b6rsr3v74+RV1qtjCmWcZnP8/h5tGdn5pwZS++Zc75vofv19DiARrcXnSI9sHA4FOXGJeW83jnEcCjKxWU5lFv0lGXp0CkVNLq9LHaaqY7X0jtlHEq1GXP1ZxgYbMJmKyG/dCmCIJC/+CZa23ei0Zgorz5Lyl91inHKhe+pHXYKP7ExrU2u0ZC7/uK0tp4nn05FAruF18j72CUZ15pOBFZnO+j/9rcpDYhvWT2LFmRGApeXE/P7M0RgY02mCGysrECTk4Pj7PToTPOc2ZjnzH6fdy9xsjFdTWCZLo8f7xzAFxVTR5R7e7FrVbiCE9uZxWYdOoWcnklBWSaVgicbe6hziRtIrSM+vruqmtrBMZ5qEk1+g9s7rQjcHjZzf1ucJOUwBBsZZI7dyJ273IRiJQDMC3Rxy7KKGXgKEh8Vp2U66GQikR4JnEwyvH0HBZ/YKIrAavUkEfiWlAhsXblCjAQOTPyxju7ZR+Enr0qJwOYF8yn+3BQROD+Pqm9+g9x1F5F9/nkIcjkKo5HyG65HkyN5U5zOyORKSud9CpXGwuGa0vtli/BN8gpqHQ1wQWk2Tr249Vlh0XPN7EKurMlnlk3UrBw6FZdUOlPGH95dBHaWnY9MpkQmV5FbdgGb+jVMVgqea+nnxbbBVAU6gP1DHjrGMvMISZy8nHIrgPdEMkkymi5mJaJR1HYbSrOYBlptswGgNJtRWiwkojHUNhtR71R5Tiwoo7RYiPoDqO125GoVSYUclU0UfFU2G3K9HplSSeUtN1F+w1cQ5PK0/XyJ0xezvZq5Z32PZCKGTK5kZ11XxjEKQSBLo8IbjmLRqFArZMgFAatWhV4px6xSoprm9+lIInCLagmb5aIr6kWqPGKJ9HQU8URi2nra00UCS5y8nJYTgCCXk7thHT1PPp1qs65YTuuvJkTg1l//Fk2uc4oI/Dw5a6dEAleU0/nQI0SGRPfTwZdfQa7RiCLwG+MicO1+Gv/nZyz6xc8BJK8diQwEQUCQi78XZxfa2drlIjJugHMNGl7pGKTXJ25F7uwbQSET0CrkbB3Pw9My6mc4NJ0I7MgQgRfkZPG3AxOTzF8PdHJukZ1XOyd0sHNLHCzMzmJX/2gq1UNplo6yLKl2wKnEaTkBABR/7rMYKitT6aD9be0Zx0wnAof6+5n9H+PpoG12MR30N6emg55GBG7vIOrxohx3M5U4tYnGE+wbHCMUi7MoJwv9eLbMRreXXm+I2Q4jOXoxhqXfF6Le5SXfpKXKaqDApOWbK6p4vrUPg1LBxWVOfvjGwbTrNxxBBL5pSSn7uw4xGgpzZmkJxRYDZVn6cRHYw6IcC/5YpiunWaPilqXlNA77KDXrWOzMQhAEvr6sgs1tA1g1Sq6syUcQBMLxBHvHJ4ZFOVlopXTQJy2n7QQgCAL21auwr14lfp6mSMuRROCG2+9M6QDhoSGUZjPRsYnUz0cSgRUG6e3pdCCeSPI/bzfRNv4m/mRjLz9YXcNL7YO8OP4mLhfgpiXlRBNJfrvnEId3W9aX53BmoZ17d7Xii4iGesAfek8isFGlINDyKE53PU5gxKMhe/lNvDbAJBHYxwWlmWVIS8w65jhMzMs2p9q6PUF+vbs1Ffg4Go7ylYWl3L6tkd7xfjdp+7htdc20dS4kTnykTehxLIsWiiKwWi2KwFddOSECW8dF4BXLScYTU0TgvRRe/QnU47V9J4vAxlli1k5NnigCS3v+pwcHhjwp4w/gicR4qX2QV9ontmHiSXi+tZ/nW/qZvNW+uW2Ql9oGUsYfJkTgnHcRge1aFZ+t1ON310/0EQvR3/4Gz08RgfcNjLG+PAeVXIZKLmNDhZM5DlPGfbzUPpgW9V476GFz22DK+AO4gxG2SemgT1qkaXsSaocdZVZW6mcYF4GtVhLxOGqH/QgisAqVzUY8GETtEEVgeZaZ+Xf8hHg4jFytzjhHQiTsdnPoN7/H09CIqaaasq9elxLgT1amE0qj8QRTNVVRoE0/NpFMEp1GfFUIAlaNCl8khnWKCGxQyrFolJjlkYxI+HgiNq0IbNOqMY2/tVvHk7k1Dft4rL6b4WCE5XlWIvHM+4hMk3Z8OrFY4uTgPb2ShkIhGhsbSSaTBCcVQzmV8DY20XrfbwgPDBAeGKD1V79ltHY/9T+5A39LC7GxMfqefR65RoMwKaeRvqKczocfxXuwnpjHy+BLr9Dxt7+nvpeM/7vTcs99DO/YSczjYXjHTlruue+jHtKHZl62mWzdxP+7Wi7jvJJsluVZ0o47v8TBeSXp2zFn5Ns4r9iBSjYRcJVr0PBqxxD1bi/+aJwdfSM8crCbp5p62drtxheN0zzi5/dNMXSmgtR5giDHWbSKc4odaX0syDbz1wOduIIRXMEIfz3QSb3Ly33vtNI+FkitWLTjk8xhSs06LirNIUsz4cSgl9JBn9QcdQWwd+9evva1r6FQKHj44Ye57LLL+PWvf83ixYuPx/iOG6O1+zPaXK+/mSkC970HEXh/emItiSMz9VmdCs9OJZfx/TOq2drtJhiLsyrfSrZewxfnlzDHbqLXF2J+tokq62EffjV1Lg8FRi3L8yzIBIH/d+YstvcOo1PKWZidxfdfS69ZPZ0I7ApFyVryeULdOwiFvFSULMOQVchV5iR6pZxGt49Fziz80UwReGffMIEpRZJcwQi3ra5mZ98IZrWSMwpsaBRy/t/qGrZ2u4knkqwqsGHVSumgT1aOOgHcddddPPDAA3z729/G6XRy11138ZOf/ITHH3/8aKeeVEyXTjlr4QKGXns9LaGcOttBw0/vJO4fF4FdrmlE4LKZH/Apgr68DF9Tc9rnUwG9SsHaKSmT5TKBMwoyt7dm2Y3Msqd7hzkNGi6rEv30E8nktCKwdhoR+JHGQepcNsCG1j3Md1fZOTDk4akm0c+/we2dVgSeYzexvWc45Xp6uI8Ck/hvMia1knXlzvf4JCROZI66BRQKhaiomAj/XrNmDfFTsPygZdFCCq66UhSBVSoKNl6B/cwzqPzGLWJ5SEHAumKZKAL7J4nAu/dQ8MmrUGePi8Dz51H8uc9+VLdx0lF5843oSsQEY7qSYipvvukjHtGJh0wQ+PLCktS2UrlFz9WzC9lYk0/NuAhs06q4tGJqJHCcl9oGeK5lIsjrsAi8rjwHlUxAJZexvtzJklwLX1hQglmtQAAW5phZLxn5U56jrgAUCgVjY2OpJFCHSz2eihR/5lNiXv1kMhWsZV+9CtuqFSSiUeRqNU2TSjUexlBawpLfiSUbpT3/94dcb0CTk01keBhNTjZyveQqC+CLxPh7XRcNbi/FZh2fmlPIj9fMJhJPoB7f+gnH4tjHRWCrRolanvk+F4lnRgJHEwnsWjVm9fjvuE7cwjGrlVjUSpJJsGvVKCSvtVOeo/4P33DDDXzmM5+hv7+fb37zm1xzzTXccMMNx2NsHwkyhSIjUleQyVKG3XnxRekicHk5xppqBEGQjP8HoOWeexnevpOYx8vw9p203HPvRz2kE4IH6zrZ2TeCNxLjwJCH3+9pQxCElPEHeLKplzcnicCbmvsoMk2UiZQLAueWOFhTNEUEzhFF4KFghKFghL/sF0Xge99ppd0TTInAL7YNHLf7lfhoOOoK4Nxzz6WsrIytW7eSSCS46aabKC8/fcsPmmbVsOBnd+J6YyvKrCwxuZv0pvSeiQWCDG/fjqBQYlux7JQUgY8FDe5054O2sQD+SJQGt49QPMGiHDMNrnSXZHcoyo2Ly9jS5WIkFOWi0mwqLAbKs/QYVIdFYHNa+cnDTCcCN7i90l7/Kc5RJ4DR0VHMZjPr169Pa8sa95c/HdGXlKAvKfmoh3HSEfV42Pet7xIer5+gKylGV1qCv2WiKPqpIgJ/WIpNOupcE3UCcvRq7nnnEIdGxRQjT6oVlFsMGSLwE029KR3g0Iif766qYv8UEfjCaUTg2XYTb/cMp8UgFE8RfyVOPY46AaxcuTKjCITD4eD1119/Tx3ceeedjIyMcMcdd3ywEUqcMgy+siVl/EHMj1T02c+QjEYJdHSOi8A3foQjPHH49NxCfrenjfaxAE69mrOL7Dxa35P6fiwcw6pRUm0z0Oj2YdOquKg0m78fnKjZG4jFebFtgF39E7UqksDegTHWleXw8nhk8gWl2SzNtZAEHq7rwhuJsSDHzPoK6e3/VOeoE0BDQ0Pq50gkwrPPPktbW9t7uvhbb73Fk08+yTnnnPOBByhx6jBdfWaZXIbG6SQyMoomJweF4fRLltc5FuDhg90MBkIszMniE7MK0CrkOHRqXIEwdp06LSDrMIkkZOvU9HqC2DRK1NPkszqSCOzQiyKwIIhxCAAWtRKrVomA2KaUtjZPed7X/7BKpeKKK65g69atRz12dHSUu+++m69+9asfeHASpxbZ565J8/JRWa0M79rN8PYdYiTw9h00n2YicDyR5N5drTSP+BgLx3it08UzzX38va6LnX0j+KJxDgx52NbjThlqEKOLA9EYb3S58UbjNI34eaal972JwNlm/rJfFIEHAxH+vL+TBreXX+5qpX0syFgkxottkgh8OvCeNIDDJJNJDhw4gMfjeZczRH74wx/yb//2b/T19R31WIlTk/CQi5Hdu9E4nZjnz0PtcLDw7v9l8JVXERQKcs4/j3e+fH3aOWPTRGSD+Ls3VrufUH8/lsWLU7maTnb6/SFGQtG0tnq3F3cwfbXUMRbkx2fP5tmWPoKxBJdUOHmgtiPtGFcwym2LynjtCCJwg9vL4pws/LFMEXhH7zCBKeJwvdvLxZIIfErznjWA5HhRCJvNxg9+8IN3Peexxx4jNzeXVatW8cQTTxybkUqcVHjqG6j74X+mtn1y1l5AxU03oMnJpuiaT6aO05eV4WtuTvs8Ha33/YaBF18CQKZSMee/foRpPNvqyYxDp0ankKd54BSbdBiUigwR+P7aDlrHReD2sQDlFn2GCPxUcy8HhtJF4MmRwI1unyQCS6Q46hZQQ0MD9fX1NDQ00NDQwNatW9M8gqbj+eefZ+vWrVx22WXcc889vPLKK9x+++3HbNASJz7djz+Rtuc/8OLLhF2ZaYMrbr4RXbFY/FxXXETFNCJweMjFwEsvpz4nIhG6H39yBkZ9/FHJZXxpYQmW8QRrs2xGPl6dx6fmFFJsFg1wjl7NmiJ7yvgDjIWjWDRKqq0GQMzoeUmFM2X8YUIEfrYlPR303oExLi7LQSkTUMkE1pXnsDTXwhfmF2NSiZHAC7IlEfh04IgrgPvvv/9dT/zCF75wxO8mn/vEE0+wY8cOvv/973+A4UmciAy0v8Zg1zZkchV55RdiyZnPyO49dPzt78Q8HrIvOJ9EeIrgm0ziqW+g75nnCLuGsJ91JsWf/TRKoxFNbi6R0TE0ubkojUYSsRgdf30Q1xtvorY7yL10AyTThczpBGWAkYFaeltfJBGPkF14Bjkla2bqMRwz5mebuePcuUTiCTTjgV5GlYLbVtcQisVRy2XsnuTJc5hkErL1avp8Qew6ZercyYgicHpa52giwZU1+XysMhcA5XgE8bI8K0tyLUQnRRtLnNoccQJoamo6nuOQOEkYHTxAd9Ozqc+Hah+kap6B+tvvJBkV97K7HnoE54Z1YlDXuOE2L1zAod/+jphXDHDqfWoTSqORsQN1jO7ZC8Dw29tJhMOY586h96lNAETcwwR7ezAvXMDY3n1ip4JA7vqLM8YWCrg4VPsgJEWD1930LGqdjazsuTPzMI4hMkGY1oAfbpuXbcahUzEUECc+1bgI/HavWAHAM+xnOBihyKSl0yOmbJcLYk1gk1rJS5OK0Zw3nh5aOU3qCNmUaGOJU5sjTgA//elPj0kHV1xxBVdcccUxuZbER49nuCW9IZnA3bg9ZfwPE/f7qbn1O/T98wV0hQVYly+j7v/9R9oxo7X78RxIT3M8Vruf5JQ31pjXR/4VH0dXWECgq5vcdRdjW7kcgEBnF56D9RgqKwiph1LGf/J4T4YJ4Gio5DK+d0YNb3a5CMUSrMq38pvd6Xm5XMEoty0u47XOSSKw1UCZRU9Jlo720QA1NgMLck7fIE6JdI4qAu/Zs4ff/e53BAIBkskkiUSC7u5utmzZchyGJ3GioTPmZ7SZC2fTIwhp2zRyvZ6mn91NIhJhbO8+Yj4fMpUqbevGUFZKPBDA1zwxqejLSjGUlTK2rzbVJlOpGHp1C0OvvgaA92A9c/7rR4QGBmj+v1+m+s3/0pWgOfp4T1aMKkVaaoZCsy5DBH66qY/9Q6J4fGjEz61nVJFr0LIiz8qKPKlwi0Q6RxWBb7vtNhYtWoTP5+PSSy/FYDCwdu3a4zE2iRMQW94S7AUrEAQ5Mrma/Mr1WMoWUHb9daKPv0yGY83ZhPoH0oz90JbXKfnC51CazSAIWJYtpeATG6m4+aYpIvBNFHxiI5ZlS0EQUJrNlHzhcwxtmYg8PywCdz38aNqk0//wC+RVrEMmVyMIcuwFK7DlLTl+D+c4s7Emn6qUCKzkkorclPEHUQR+qW3ooxqexEnAUVcAgiDwla98hZGREcrKyrj00ku58sorj8fYJE5ABEFG8eyNFFZfBoKATCb+CuWuu4icC88nGY8jV6s5MGW7h2QShcmE2pkDCgXa/DzkajVKkxFtXh6RMQ/avDyUJiNytRptfh6+Q22o7TYUJtO0IvBUITgZjeIsXkNOydliSm+56FkT9PbT1fg0If8gZsdsCqsvRSY/+atYmdVK/n1lFaFYHJVcRsuIP+OYUDzOY/Xd7OwbwaZVsbGmgHKLlHJbQuSoE4BOJ7qiFRUV0dzczJIlS5BJIeKnPYeNa1qbQgHjqbJz108RgRfM59BvfpsuAptMogi8ew8A7rfeJj5FBI663Rz6zW8xL5g/sS0kCOSuu5hgTw8df30w1X/ORWsR5HImJ01IJhO07L2fSHAYAFf328jkSgqrP3ZMn8dHyWGhuMKinyICg1YuY3ObKACPhKLc+04Ld543D9U0ArDE6cdRJ4AFCxbwjW98g69//etcf/31tLe3o1Ac9TSJU5RkIsHo3n1EhkewLlsibukAvkOH8DW3YJozG11BAbZVK6j+7rcZeGEz2iOJwPtqM0XgfbUkp1Sci3l9FGy8Al1RIcGubnLWXYRt5QoAZFotw29vxzx/HgVXXg5AdGyM4Z27UFktaKryU8b/MF53M6cC4VicvYNjKASB+dlmlHIZ31xeyeONPYyEoqwtzeGfrf1p5/iicbo8Acotho9o1BInEke15IODg9TU1FBaWsoPfvADtm7dys9+9rPjMTaJE5CGO+5iePtOQBR65995O6N79tL2x/HYD5mMyq/fjCYnm+af/4JEJMLo3n3EfIEPJQIPvrKFoVe3AOA5WI/qv35EaGCQtt//EcbTRMjVarIWLaT2u98n7he3Qywrl6JYqScWndge0Z4CwrAvEuP2bQ0pt9Aik5ZbV1Vzf20H+wbF+tSHRv0syjGnnaeSCTgNmozrSZyeHHUduHLlSl599VUuvPBCGhoauO666yg7Qri+xKmNr/VQyviD6OrZ+/QmOh9+dOKgRIKuRx6l+/Enp4jAWyj5/LUozSZRBF66hIKrrqTiazeiLSwAQFtYQMXXbqTgqiuxLF0yLgKbKPn8tQxteW2ii0iEnieeouvhR9K0gc6HH6XnqU0p4w8w8vY7OO3noFSLhtBgKaOg6t0j2U8GtnW7U8YfoNMTZHPbYMr4AwSicZJJmOcwAaKX0OfnF6NXSit4CZGj/iZcc801XHPNNbS2tvL4449z9dVXU1NTw3333Xc8xicxg+z/fz/CUytW4NKVlqC2WvG3tZO1cD6lX/4igkJB+58eYHjnO2jz88k+75yMa8TD4YwYgEQ4TCIcTj8wmUSZZUadm4ugUKArLECu0aA0m9AVFhLz+tAVFqI0m5BrNOgKC/C3taFyOMRtpikicDwUyog2Tkajmf0CsogCtc5OMplEo89GrtAQ8/tp+8OfGN1bi760BPdFC4h79pJEQJd3JivmnNgRxJF4IqMtOE2St0QSbllWQSgWRymTIZdlppWWOH15z68CoVCISCRCMplEPk3ecYmTi85H/5Ey/gCBtnYCbe2AWLgFBBQGPf0vbAbEiNzQwAD6slL8h8R6EIJcjvPii1CazfQ981zqWrnr16HNz88QgVt//TtiXjFXTc+TT6MwmRjbf2BCBN72FolwCNOcOfQ8+XSq39aeXswL5jG2bzxTqCCQu37dNCLwhdhWrcS97a2UjqAvK6XP/zrRkBgxK4rAKkIvdIzfJwzm6nGOTawwkt3P0mrJpzyv4sM+5hljZb6VzW2DKaNvViu5qCybgy4PXZNE4LOLxKyp00UZS0gcdQK4//77eeKJJ4hEImzcuJFHH30Uu/3USMV7OjN5S2U6RvfVojCkuwuGBwap+fldDLy9hfCwi/wLL8FcMxvTrBpU+VbGGg9iW7gU5zlinEj1d/+d/hf+ha6wEOvypZki8N59GSLw6N5aErGpIrCXgo1Xop9fTrCnm5w1F2BbuAwAmVbD8Ns7UiKwIJNRfvuPadn8KhqblYq1K2jc88u063ndTfj3TRQ6ilZYgYkkaoIAPX31J/QEYNep+c7KSp5u7kMpE7i8Kh+jSsm3DovAwSgXleVQaZXEXokjc9QJ4MCBA9x2222sWLHieIxH4jhhmlVDqKf3iN/ry0pQGIwEOjpTbQqTif6RLYw5GsABbb2PUF1wEx53EwPyrTAbeiIvoepzoBjT0fzz/ztmkcDD4f2MmGrBBJ2uJ1GPOgju66LtD/dDIiGKwBo1wrnnc0dXkECFOEEs6gixWjmNCFwWJuIWvYNkfX4oSL9/S1bhB3uwxwlfJMavdh9K6QAD/jC3rqrmgf0d7B0YF4HH/Ny6qppcSfSVOAJHFYF/9rOfScb/FKTy5ptQWi2pz3K9HoXdBoChopyy675EybWfwTR7FgAqm5Xi6z/F2PDEm3M8FmSg43X6Wl+cdOUkva2b6f7HE1NE4NconiwCL1k8LgLfgLZgXAQuKKDiazeIIvCSxQCiCPzVzzMysjd1rUQiSn/bq3Q+/AhMyhvU+dCjvHhoMK2wyZ5BH/qyyydE4KxSCqrWU3bdlzBUlAOQ2+HBraghlpQRS8oZMy1jXvnCD/V8Z5ojicCHjT+IIvBLbYPTnS4hAbwPDUDi1CM2rwh2iQYjPq+A7AvLCbi6MOfPQmk1IVdqmffTHxPz+5FrtfjHOmDn5rRrJOIREoloRhvhKYJkMom63IHpxiVEvCOYihci12pQ5VrJ+spS5P0WjM5yVLk25AoNuuIi/B0dqB0OVDlW6E1m9JEIpQu+yWiUcDxTCE0ay5l39vdJxMLIlWLJxKhVz+5rb6S5dxCnzcLsZ/+Kv7ETAZAvMMLKD/JEjx/vVQSe7nlISBxGCgc8TTnwzD9IvrYPfAnx31uNdL25n5jgx937Dl2Nz6SOVej1CDIZ+qzidB96QYajcBWOgnRr6ShcLaZrnlTI3LxwPl19z+D3dBBNehho38JAxxu01z3GyEAtMcHPyEAt7XWP0vP0M/Q88RQRlxtvfQMtd9yH0TJ5P17AUXgGuRvWpfWbs/YC1hRnI5/k6FJk0lJu0SMIspTxB3jkYBfbeoYZSipQvPY82n11qEMRVKEI8u272ffU4x/uAc8wK/KtaBUTf76HReDCtJrAZNQDlpCYjLQCOE0ZfWcbUx0C5T0+mCVuC3ncTYTjCWoHRpHLBOY5xEjTqiXX0bVzE9HACDlzzsdoKcOQVYJCZcA73EJW9hyyi86EMpj1H7fS/9qLaPMKsJ29guZ9v0/rz+NuwjvSmtEW3pteijDm9ZKtW43WmEvQ10924Rlk5czFsnEeMo2G4e3pIvDXl1Xwr0ODWLVKrqzORyYIJKJRRt7ZRSIWx7p8KQfdE6JvYWt67QsBcL3xFnz8xM155dCpuW31LLZ2u1DIZJxVaMOoUvLtFVW82eViLBxleZ41VVVMQmI6pAngNEVZVEpsb3pR8bhl4u1RZcjlP9+oZyggbrMcjjRt+d97Gd6+A4ARw3bm3fkTvPE2elteAMA73IpCqUeltdDheoLErChBhmFQiSBTkEzEUn3ojHnEY0ECnu60Nk1pVqYIHKhlZER0F/WPtlOp/grB2i4xAnmKCPybPW0pHcAXiXH93AL23/qDlPuqxumk4Au3MDpejH04x4m1Lz1lgq7qxA92zNarubw6PapZp5SztiznIxqRxMnGjG4B/eIXv2D9+vVs2LDhqCUmJY4v9tljbAAAIABJREFUMWMxsWKTuE8gg1ixCd080e1TZyqg23BmyviDKDJuq21KGX+AmM9H71ObphWB+9teTdMGhvt2U1C1AYVS7MNkryG37HyK51yFRi8WKdfosymecxWFV23EsmQRIHoelVz/uelF4Ifegwg8MEbTK2+kjD9AqL+f8wdaU0XPD6xci8+WRRKxZq4/20LlJcs+4JOVkDh5mLEVwI4dO3j77bfZtGkTsViM9evXs2bNGimNxAlCNBRC2eEhppCDHBQdHoYaKilaGkdryCWADkhPLxwKR5jqVR4Ph6cVgRPxqTV7k4ypitisvpqxZIBFuhzK5BqUKiNaQy6xaBCtIRelyohcqcF09WJiq5KojBY0JXlQe3QROBGJTCt6RkOhjDZjcIzPZNUyGDuETi4nfLWVcMCCIIBNK0wz/pODpmEvTzT0MhaOsirfyiWVucgEKfpXYnpmbAWwfPly/vKXv6BQKHC73cTj8VRqaYkTgEM7CWm0KGJxFJE4YZUa1UAXsYgHd+9OioI7p4iMClYvrEFfWppqEyOB12IvSHcTdhSegaNwFUxSGQzWSn61f4Sm0QADIXjh0AAvtQ/SXvcoIwP7iEW8jAzso73uUQY6Xmeg/VWiSQ9+Twcd9Y9jtE4VgVfhnFIX2Ln2QtYUO5ic7aDQpKX6/LNRWibKIMp1OqL5Idy9O5FH3OzdFSEZiqPWCai0AslAnJde2PPhnu9HQCAa55fvtNI66scVjPBMSz+vd7o+6mFJnMDMqAagVCq55557+NOf/sTFF19MTo60N3mioKxvJypo6csVq3EZPSMY2oZg/B1fNnaQH6y6kJebWlDIBM6vrsSgUTHnx//B/qeeIzg8QuWF52KeVY0pOYuwMofh4Q5ycirJLRKrcOUv+DIdXXvQGxzIbIvwDbaljaFuyIPdky7AetxNJBPpb/HxaABnyblEDJX4fUMUFy7CklOF5ar5ROzZ9O3Zh72mitKLL0iJwJvbBrCqVVxZk49apWDu/9zB/qeeJxGLMftj62hv+VPq+oaGfiLvDCKfbYQkxA56UFvSVxwnA4dG/YRi6e6hB10ezimWPIEkpmfGReBbbrmF6667jq9+9as8+uijfPKTn5zpLiXeC9lGdJ1j6IKTtnmy1akfNYYchvb9iuqA+AY5GMrHsvwm/tA4yG5rJVhB3x3iu4UhDro8PNyoBqoQhuBLimHsWjU/3xsgEq+EQVgdHkMpE4gmJgxroUmLLpmXIQLrjHl4hydy9gsyBc/1JnmlOwvIQuUO8M3lflzBMH8M6knWnAHA1Z0uZttN/G5PG/5xHcAfjfPlhSX8rNFFZ/488TabR/iswUk0LMZAeHPsOPp6iW0fSfXpn3PyvazkGzXIBDEB3GEKTdKqW+LIzNgWUGtrK/X19QBotVrWrl1LY2PjTHUn8T5xrlkNikl7JXKQXyoaPZ0xH72pgHBgYvsg4O2hpX03uwdGU23+aJwX2wbY1NyXaksCzzT38c/W/rRgpW09w1xZk49BKSYlm+swsaHCSfGcq1DrxDdUtc5B8ZyrcJadj8lWLQ5LqcNeeTmvdk9MVJF4gn+29rOpqY/J7+mbmvvY3DaQMv4AuwdG2dw2kKqSBTAYCNNjOisV01C1EkZs9pQI7HbkcO33b31/D/QEwKJR8ek5RegUYlW0hTlm1pZmf9TDkjiBmbEVQHd3N/fccw8PPfQQAC+//LJUS/gEIh4MQixJzKwkKRdQDkdQtoByiQmtafqCKZFYCEgvBRmKJTKiUsOxBOEpbUmgXOPnOvNbBEJecrPmolWUEVMZ0RpzicfDaI25KFUm5HIVOlM+Qf8AKo2FhNpBkpG060Ximf1G4gnCsWkiZKOZwrA3aaRbfzktgSFyLFkMXdOPb2yMhAB2i4WTtWDk2UV2ziiwEokn0SmlDKAS786MTQBr1qyhtraWj3/848jlctauXcuGDRtmqjuJ94mnooCkRo5ibNyDRy1jqNiMI+zB3bODrJz5yBQaEjHRg0ahMlBVsoSCwS66veLbtEyAc4rtGFQKXu0YSl37nGI7Tr2GhknBVrNsBsbq/0ws6kcA+tteQa7U4h1uxeMS8wuNDtSSjEcxWMrob3sFgGholLD/z8yyfYp6ty91vTVFdvr9IZ5qmlh9nF1oZ7Ezi139I6ltkAKjlrVlObzVM4wnIsYgaBUy+v0hdvWPAjL8Q914McG4k4IvlOTB3bV8evH8Y/fAjyMKmQyFFOMv8R6YUQ3g5ptv5uabb57JLiQ+IHWBME1XfI5ljW9AMsmu6jPJ1w3jQKwR4B/toHrZjfS1/AtBpiC/cj0qtYFvr6jgH429jAQjXFSaQ5XVSIXFgEmloNHtY6HTzPkl4rbDN4QwOzp7yDHoWJmtoG13ulupx5UZCTzmbiQxKVgMIBb18/lyBZsNDnp9IdYU21niFCOWrYoIBweGKLdZOLu8AJkg8I2lFfyrbQCLVsXG6jz0KiXfW1XBy01NxBNJzq2s4O53JgTpZMZOqEDd0BgSEqc6UiTwaUqeUcub4VyeW/qJVNsC4VDqZ40hh0P7/pLSAcJBN9XLbuQvB7rY3S/qAO1jAW5dVU2dy8PT4zpA47AXo0rBbJ2XSN3vmB+PwCh4EkuniQTOnTYSWGfMzRCB/9Ub5ZVusd9Do34sGhVZwWZUTX9nIUkYA5fqMuLWpfx274QIHIjGuX5BIUP7f0/FeD/uoJ18w8cZGY8ElpG5beTUqzPaJCRONaSF4mmKLm81s4Um5MSREWeW0EyRTNxn104nAnu6RRG4P10E3jyNCLypuY/+tlfSgqncvbvIr9yAXClus5hsVTjLLqB49sZ0EXj2RpxlF2CyVQHTi8DhcRG4t/Vf4z2K9LZs5sWpInD/KC0du9ImmXDAxYWWIYoOJ06TmzEQGL9WEpMQ4JYzl3+wByshcRIhrQBOU8KxOAeTVejxAUnqk5XkaPTMS+5FfwxE4Okigb3qIl7WXIMHPwsNTsoVGmLqbLbpNtIVHqZQZ6VInY1GoeCAYT17PYsxafSco8ohSXoMQWiaPhKJKOFpUiJHopl1gs14udbSx0C8HYvRQdGsj9EfEpAjUDApaExC4lRGmgBOU5bmWnimpR9fRAz8UgtRCoI7iQoBXO9DBF5TNL0I7DCswjs8UenLYK3gvgOj+CIxQKC3dQCdUkGj28v+IQ8go79/lFA8QbXNyPOtA+JxwQDd/i6qrQYahydE4HOK7DiCq+ht+VeqzZ6/grOzHbzTP5omAleVVFHft4VYRDxfptAQCrgYHahFDnjCgxzaN8aslV8/9g9aQuIERpoATlNMaiW3ra7m9U438XgUa9cDGIRA6nv/aAcVy26mqeVNBJmcysqzUakNfGtFBS81NjIainBmaTEVNiOVVgMmtWjMF+ZkjYvAueTzJTq692LQ25HZF+MbbE8bQ92Qh6Zhb1rbQZeHWCI9CtcXibG+3MksUw+DvgDLiwqY47QAFyBTaBgdOIDJWoGz7DwEYTwS+NAgFo2SjTV5qFRKapZ/jZ7mf5JIxMiruIiW3X9M6yPg6SYWDaBQSoFTpxrxWIixoXrkSh0mWyWCICOZTOBxNRKPhzHbZyNXqD5UH9GwB4+7CbXOjiGr5NgM/DggTQCnMTatmsur80gmExxwKYlMypmm0ju5Y9cQg4ESAIq9A3x3lZmB+ocpHKilEPD5dISW38S2IXh63B2z0e3DpFJg06n5+b4Q4bi4l7866kUhE9KMe6FJSyAap8MzMfEUGHUUmrTUT3IhVcgEZAOv4ux9EycQ8arwa64nHBqmu2ETkMQ30opcqSVhXcLv97ThG9cBgrE4X1lQyKHav6V0gJB/AI0+OxUJDKDSWJArpNq5pxqR4AgNO+4lGvYAovZUvuiLNO/6Hb4R0elBpcmiZsXNKNWmD9SHb7Sd5nd+l0qK6ChaTVHNx4/NDcwwkggsgSDIKJn7SZQace9ba8yjx3gWg5PSQXd4ArzdfojRgYk8/fFogP7211MeQCDKqE839/F8S39aMNi2bjdXVuehHw9Omm03sr7CybXzi8jWiR43OXo1184vYn2Fk9l2IwB6pZxPVTvw925NXSsRj9DX9gq9LZtJF4H/xea2gZTxB9jVP0pLx+4MEVhvLkJrzANAqcmiZO4nEQTpz+FUY7Bra8r4g5hrarD9tZTxB4iERhnqfvsD99F/6JW0jLhDndvS+jyRkVYAEgAYreXMO+t7xKIBlCoDh5r7mJoOOhiNMnWDJB4LZ4jAoSNEAmdpVOQbNbiDUUrMerQKOVlqJcUmLdFEgiKjliy1Eq1CTolZz4A/jE2rJFcTZ4yp6aDDJOJT0kEfUQTOTActk8mZverfiEZ8KJQ6yfifosRjmQ4AsVgg87hokM76pxgbOojGkENh9aVo9NkMdm5lqGsbMrmavPILMTtm4XE309vyL2LRAPb85cTjU/tIEo9HprhLnJhIv/USKQRBhlIlisIr8q1oJoWTGlUKVpWWozXkTjpBRnbhSs4qtKdd55xiO2uK0tuqrQYerOuiadiPOxjh+dZ+Xmob5IHaDnb2jzISirKzf5Q/7+/gxbZBnm/txx2M0DTs51d1YxjSagKDoyCzFrE9fzlnF6WngxZF4CUoVBOVDGRyNdZcMWOpUmWQjP8pjD1/OYIwkRJDrbOTU3IeKs2Ep5cgUxKLBhjq2kokNILH1UDLngcYGThAV8NThPyDBDxdtO79M/6xLlr2/An/WAfhwBA9zc+l/00ARlslGl367/+JirQCkJgWh07ND86o4c1uNwqZwFmFdoxqFVXLvoqr+22iYS9W5yL0WUVcbUmKkcDDXhZmZ3H+eAIyTSTM9oZ2csx6ysqd3L2zJa2PA9OIwHVDHqLx9Ld9bySGrOQqNIbd+P1DFBUswuKsASCssDA42ITFWkxh2SoEQcZ3V1Wzo3cYs1rJ2UV2VEoFs1bcwlDPdpKJOPb85ah11hl8ehLHA/9YFyH/AEZrJSqNGRD3/L3DrWiNuehM+ejNhVQuvZ7+Q6+gVOnJq1qPUqWjevnX6Gl6jlgsRG7ZhXTUPZJ27XBgiNHB/WltyWQcV8/OtGBGEEXm0vmfwdW9Ha0hh/zKdQAk4lHGXPUIggKzvRpBJieZTOIdbiUW8WKy16BQirEoQW8/AU83Bkspap1tph5ZBtIEIHFEnAYNG2vSYwIUSh3O0vPS2l7rcKV0gKZhHyaNkhrPEN4f/ic149W4EpdegqJgYYYI7I/G0jJ1Fhh1FEwjAm/t87K12wpYUbtDfEsjFj35w0EZiWQNDMGn5G7OLXFQlqWnLEufNkaV1kJ+RXoBGYmTl57mF+hvexkQI8UrFn2JZCJK694/k0yK24B5FRdjy11MW+3fUnvy0YiX8kVfpG3/31M6QMjXh86UT8g/kLq+QqlHby5iuG93Wr8mWyWu7rfS2uQKDR11j5KIR1IR7LnlF9Kw/ZepYEqdqZDq5TfSVvsgo4MHUn1UL78Jj6uRrsanGb8ZyuZ9Govz+OShkta+Eh+KRDLJU829kz7DpqZeuh9/gsSkUoxjzz3PNSXWVIbKwyLw5+YVp0TgbJ2aa+cVsWGKCHxldR7but2pa4XjCZ5v7efppt603PdPN/eSSJ58hVwk3h+xaJCB9i2pz8lEjL5DL9Hb+mLK+AP0H3qZgY7X35MIrNJa0ZkKAVCojJTM/SSOgpVYcxcDAoJMSV7FRVhy5lFQdQkyuRoQyMqZTzjgSgtKHOzcymDHG1Mi6bsYaH89ZfzF+/Az0P46va2bJ24umRiPcD8+SCsAiQ9FMkmGCByMJYgHpwiviQRzcOHI2oUv6CPPOhudopyERkmJWUsskaDErMWiEUXg0iw9g/4wNq0Ki0bFVLMeiiUyql+F4wmSSSZXopQ4BUkmommGHg47BUyNDI8Ri2U6AEwnApNMYsgqJhrxotU7UevsCDI5enMR/rEuZHIVuvH6EVpjPhpDNvFoEIO5iNGhg1MvRiwazOgiHvVntsWDGeOeTrieKaQVgMSHQi4TOLMgfc/ynCI7zosuTGszzZtDd98zBEaakYX66D/0MoMdb/DA/g529I0yHIqyo2+UB/Z38FLbIM+19OMKRmgc9vFgnRgJPJk1RXbOmSI0n1lgQy6TrP+pjlJtIit7blqbo2AljoJVaW3W3IVkF56RLgJrbeSUnJtyeQZxCykWDTLY+SbR0CgedwMte+5nZKCOroanCAeGCHp7xkXgblr2/InAWBfhgIvupmfRGpxp/RqtleQUnzm+ShBRqAzklJ6LRj+p0pwgw1FwBrb8Zen3Uph+HzOJtAKQ+NBcM6eQYrOO9rEA1VYDy/KsUJmLwmjE/dZ2NLlODCsqaalNj74dczdSN2RMa6sb8k4rAq+vcLLAG2TQH2axM4tZdjFoJ0evpnHYR4lZxxkFx088k/hoKZ33KXpbNxPwdGPLW4otT/TqEuRKRvr3ojcXkVe+VoxiX/oV+tteRaHUk1+1HqVKz6wVNzPU9RbxeBh73jIO1T6Ydn1RBK5NaxNF4B0kJ/n8g7j6KJ3/WVzdb6E15JJXcTFyhYpZK2/B1b0DQabAUbgSpcpA9fIbGep6i1jEh9W5CJ0pf3xFIkAygdFWidW5AN9oO+HgMCZbVcozbyaQJgCJD41MEDiz0M6ZhentWQvmk7VAFLNiEX9GOmitIZf8oDZNBM43aqYVgQtNOmbbMyM1l+VZxQlH4rSir+3llA7gG21HpTGTiMfoqn+SZDKOd7gFuUKNNXcxbbUPpnSAWMRHxeIvoVSbyKu4KHU9rTE3UwQ2FWaIwMZpRGCZXENH3SPjInALkKSw5jI0+mwKqi9JO1ah1JFbdj4gegk17Lg3FaSo0WdTULWBzvonGeraNn5tNVVLr0dvnvLHdYyY0S2ge++9lw0bNrBhwwbuuuuumexK4gRHodJTPOtK5ArR7c1orSC37HyunVeMY1wEdujUXDuvmA0VTmbZxJWBTinns3OLMKqkdxUJkVg0yEDbltTnZCJGX+tL9LZuTtMG+lpfYqB9qgjciG8kPbMsQEHVhkkisIHiuZ/AUbgKa+4iUiJw+VqsKRFYBQhkZc8lHHRniMDvJRJ4ZHB/WoR6yD/IQOebDHVNTDCJeDhVHW8mmLG/qm3btvHmm2/y5JNPIggCX/7yl3nxxRe58MILj36yxCmJLX8pltyFJGJhFCrRTdOqiVJm1pFIJigz67BqlOiVCr65ohJvJIZGLkMpl6QqiQmmE4HjRxSBM8XYUGCIwc43CHh7MdmqKKi6BIVSjyGrmFjEh0afg0bnGBeBS/B7esbrVIsThM6Uj8bgJB4NYMgqmVYE9o12MNS1jUhoDKtzIbnlFxCLBOhu2oRvtANDVklGABlALHq4LsWke5tBUXjGJgCHw8Gtt96KSiVm2SsvL6e3t/coZ0mc6shkCmST3uYf2N9B7aD4tuQOjhCKJ/ja0nIA6a1fYlpEEXgOo4N1qTZHwUri8QjdjZtSbYdF4JG+PakJQ6W1MtT1FkFvDwCu8RxAcrmKwc43AYiERmjdO0xe5Xq6Gp5MXa917wPULP8azbv/lNIBupuexVG4Os2t1GApp/Pg48TGvX76Dr2IXKnF425K1b8eDg5jtFWjUOpTx8nkanKKzyLo7U273tSI92PJjP2FVVZWpn5ub2/nn//8Jw899NBMdSdxklI3lL5UPjB0ciTROhFIRCKM7N6DoFBgWbQQQS5GmnrqDhIZGcWyeCEKvf7oFzpBCXr7CXh7MFrKUGktad+Vzvs0rp7tBH0DZDlmY3bMAsTMnh53EzpjLrb85chkCjESuO0VMYix5FwOvvWztGt5XI3jWzoThPyDaYkPQRSBh6YVgQ9HAr+N1uDEZK+hZfcfpvTRgGc4PRLeN9LKnNX/jqt7PEK9YAVqrZWKRV/E1f024aCbrOz5mGwVDPfvwzvcgj1/+THVA2b8Fau5uZnrr7+e73znO5SUlMx0dxInGfnGTBFY4ujEfD5qv/M9gj3iqtpQVcm82/+bprt/gXuruIesNJuYd8dP0OblfZRD/UAMtL9Gd9OzAAiCnLIFnyUre07qe5lcSXbRmRnnWXLmYcmZl/ocCY1OiQT2o1Sb01KBaw1OZAp1mggsV+qOIAJXHEEEfoxEPIx3uIVEPIogyNO2qbSGXKIRL0Fv36Q2J2qtNZU6ItW3Qk1OyZrU56Z3fpsqruTqfpu8ynXkTonG/6DM6Obqrl27+PznP8+3vvUtLr/88pnsSuIkRRSBxbevwyKwxNEZePnVlPEH8DU107PpmZTxB4iOeeh9+pmPYngfikQiRm/ri6nPyWQ8PVr2fTBVkPW6G8kpPjuV+19rcFJQ87FxEbgAEEXgkrmfxF64EqvzsAisILd8Ldac+eRXbUAmU5IuAk/s07t6dpBfuT5VX8I4XqyoePZVqLSix5paa6N49sajjj8S9qVV1gMx/fSxYsZWAH19fdx0003cfffdrFp1/AIbJE4uis06frJmDmPhGGa1AkGQArneC/FgprgZ83gz2wKZx53wJBNp+fVBTPJWt/V/UKgM5FdcjMFSyuhgHX2HXiaZjJFddCb2/OUEfQN0Nz1LOOAiK3sO8elSgSs06EyFBL29GLJKUapMCIKAIauUWDSQEoFlMgUGSwkBbw8yuSq19aI3FaA15hGLBlLjmHIDqLQWtMZ8IqFRDJZS5AoNKq0FvbmYZDKBzlyMSpNFIpnkmeY+dvaNYNOquLI6nyKzjuG+PfS3v5aReA7IEMA/DDM2Afzxj38kHA5zxx13pNquvvpqrrnmmpnqUuIkRRAEsjQnQ/b0EwfHmrPoefLpVL4lpdlE/uWXMbp7D4HOLvEgmQzn2gs+wlF+MGRyFQqFNiWOAsRjQeKxIPgHad7zJ6qWXE/rvr9AUkwH0lH3GCqNhY66x4iERgBxG8mWtzxtO0YUgbelROCh7rdIkhwXgd8AIBIcpjXoJq9yPZ31k0TgPdOIwI3PHF0Ebn0RuUKL193MmKsegJH+3SQTYVpM63i2pV8crz9Mt6eFHy4x07b/IaZ6Ax3G7Jj94R7wJGZsArjtttu47bbbZuryEhKnHf6OTvxt7ZjnzkGbm8uC/72T3meeJTI8gvPitaiyspj7k/+m/4V/ERkZwbHmbEw11dNeKxGNMrpnLwgCWYsWIlOIpsBT30B4yCUKyIaZi0B9N+LRYJrxn0oiFsLVsyNl/A8z3LcnZfwPE/T1UbrkBg61vY1CqaO8dBn1J4gIPOZq5EB4dfpxkRjdvXVMNf4agxOSCbKy55BfuX6ap/LBkPzsJCROArqfeIqOP/8VAEGhoOZ730Gu1TD06muiN9DOdyj4xEaKP30NhZ94973leDBI7a0/INDeAYC+tJR5d/yYQ7//I4MvifvLCoOBubf/N/riopm9sWmQKdSoNJYMYz6BgNFSniHG6rOKGRmoTduPl2mzuX2vh9GQ6JU4L+ThnJkWgRPvXQTON2pomBT1rpQJWLPy6e1Jv+OCyvUpT6djiRRhIyFxgpOIROh65LHU52QsRtdDj9D18GMkIhPBTz1PPEXM5zvq9YbeeDNl/AH8bW30PvNcyviD6GXU88RTx+gO3h+pGtVqsciLRp+NPqsUEH3lC2suw5q7gJySc8VEb4IMW95S7PnLKJlzFXKlWLhUby7ioGIxo6GJN/b9Lh+K4ktTIrDmsAhcuT5dBJ4jisAW50ImROALRRG4crIIPCdTBO5+7yLwJRW5VI0nOtQp5HxmbhHOvPliQjhBhiDIcRStxmSvmZFnLa0AJCSOAcl4nM6HHsG97S3UOTlYly9jaMtrxINBnOsuInfdxQT7+mi//88EurqxLFlCybWfRqZSHfXaiVg8zdADxAKZKY2TsRhjB+vp2/QskZFRss9dQ/6VlxMdGaXtT/fja2nFPHcuakdmucKoJzP+Ij5NHwDut7fT/Y8nScZj5F16CdnnnYO/o5OOP/+FYN8A9jNWUvSpqxHk8mnPfy8YreXMO/v7xCK+lLGORfzI5CpkclEvKqhaT27ZeSSTCRTjRt/iXIA5ew7xaACl2sTO/Z1A+qToludzwHANrsQIZaYcKlQWFEICg2WSCKwXReBO81q2jc5BKVewzlREHjBmWsLLumxC0RArzQUUuh6fMvok5uzZOApXEY+FUapFA68w65h75neJhr0o1aaUw8O/r6zCE46iVchTUe9Fs64gv2IdCEJqIpkJpAlAQuIY0PPk03Q/JhqCYE8vo7v3pL479Jvfo7bZ6PjrgymBtq/3WQSZQOkXP3/Uayt0WhxnncnQa6+n2pwXrUWu0+Fr+XWqLWvxQpr/7x7iftFwd/z1QRQmE67X32Bsv1iIJNTXj3XlCuR6Xeo4uV5P3mWX4j1Yj6+lVbyYIJBzUWbalkBnFw13/i8kxP335l/8EnW2g6a77yHiEgugdP/jCWRq9VG3oo6GIMhSxh9IpQ+ZzHTGUSZTIBs/78xCG1u73cTHCwXZtSq2dAyNx57I6ex0kQTOUdYy2JEuAscqruPBunFBnQiHdrXyvVXV3PNOa6oGRkd9N18pmYtskghstFakagIfnqwm39Ph8pWTMakznSDk4+UiZxJpApCQOAaM7Nr9rt+7tm6b8M5JnbOHok9fw+ievcg1Gszz5yHIZGI074E6ol4vlsWLkGs0VNx8I+psB96GRmxnrSb3orUAyFRKBl9+BX1ZGabZsxjdvTe9j3feSRn/w3jq6ph3x+10/v0hQKDo09egsduZ858/ov0vfyPUP0DepRuwLhVTLAf7+vE1NWOsrmR0776U8T/M4JbXUsY/db9vbmXsYD2m2bMo+oATwd7+UepcHlblWQklxAJAcx0mVONvyV2eAL2+ELNsxpQBHQ1FaHT7KDBpyTdqKc3S850VZbzeegi9SskZpWX8x5sNaf0cGPKwSJXeFvIP0tqfvhEfSyRhReHXAAAgAElEQVR5o8uVUQBpf7SQKxd/mdHBA2h0duzjqRsSiRgeVyOCTI7JVoUgiONuGvbhCUeZ6zChUYirpH5fiI6xABVWAzatuCr0RmLUuzxk69S4gxEa3F7OKrRTZNZ9oOc5HdIEICFxDIhHo+/6vaGigpHde4lN2mrR5DrZe8u/EeoXxUfT3DnM/a8fUf/TuxjZ+Q4AKpuV+XfejuvNbakVhqe+AY3djkyjofVXvyURDjNWe4BENAYyWZqB1peUEOjqJtQ7SXwsKKD55/+Hv60dgPDAAPN++mPa7v8zgy+JdXb9ra3M++l/42s5RPMv7xOvKZOR//GPZdybsboa1+tvkghP7IMHOjqho5OxPXvpf/4Flj/wh4zz3o37drWyd0AUard0Tkwudq2K751RzZaOIZ4Zd59UyQRuWVZBNJHkvl2tqbrTV1bncV6+Bt/+e5k3Lvr6Y7PIUi9jNDzx/5Vn0KBVOzNE4GyTFXomnhtAtdWQNh4Qo9nN9hLM9gmPq1g0QMP2ewkHhgDQm4upWvZVfr+vk3f6RsXnplJw66oq6lxeHqrrIgnIBfjKojIsGiU/39GcUfVuS6eLK6rzWFeeXoTmgyKJwBISxwB/e3tGm6BQgCBgW30GzovXUnnzjSjN4vJfX1qKNi83ZfwBPAfq6Nn0bMr4A0Tcw/RuepbOhx9NtSVjMTofeoSuRx5LM7r/v737DoyySPw//t6+6ZX0AgkkBAi9BRAIIEVBxIKIFE9PTo7Dn/c9Uc7j1FNQBM4CKod4hxQBQTkFRAXFEwRDAAstEEp6Jwnpu9kyvz822bBkkSIhwczrH90nz87z7CTM7PN8npkp+HInkVMno9Tbbot49+hOyN130WH2LLR+tsVy9CEheHXram/8AarOpZG7fYe98QdbCJy95VMy1n3Q0KFYrZzf+x0h48fZPptSScCIYQQOG0r7WTMv+9ioqbSUshMpV1eRgMFstjf+lzpfU8vX6UV8fq6h3mqtgu1n8tl6Otfe+ANsP5NPTvp+hyd+KopTeCBKi5fO9t03xF3PA53CCOtwJy51Sz6qNW607TyRQZGB9An2QYFtTYqx7YPoHeLLvbEhaOtWnuse6EViZJtG51mce8je+ANUlWVwIv2YvfEH2zf8necK+CQ11/7Qp0XAJ6m5fHYmv1HjX29HXcd3I8grAEm6ESyN/7FqfHxQu+jxiu+CUqPBJTwc99gYqjMy8YrvjLA2HuhjutC44TNVVjUOgauqbAsyX0SYzbiGhePePhpTaSle8V1QubigDw7Co1MclampeHaOQ6ls/L3PVNb4uJaqKsxVjkGwuaoaz86dKDt2HGGx4BXfBYVKhVu7SNw7tMeQn48hr3EDVVtc3Gjb5dRepuGrV2kyOzT0ANUmc6NbM7UWK7VO1gQO1BiI9nYns7yGWD8PvHUaFAotx7zvI9WYh6+7F8FuEaiVSia0KaBXdTIalYa2vrb5d9p5uxHh5UplrZlYXw+0KiXFNbVsTskmu6KGTv6eDNI0DtAra2u5tMmtMlswXvJ5a0wWasyXH+176Wf/NWQHIEk3gpMpLGqLiqgFzv3rXXT+fmSsWWfPAXK3bqfNsKEotVp746719SX0nvGUJCXZrwwUKhXBo0eCxeIYAo+8HZWbm2MI3KM7qW+82RACr1mHxtODoj3fUXbkKACFu77Gt39fpyFw+fEUqs5eFAKPHIE+OMhhPiG/hH6cXLi4IQR+fSk6f3+HENgZ3359r7oqPfVa1EqF04ZOrVSQGOFPmcHEz4UNndbgCH9qLVY2pTTct+8d7ENYuD+n8pIdRgKvS1dxrtz23m8yihBCoFMr2ZVWCKjIqK4kv/oc/9cRMk/YbruZgDM/ZhDZbw5LD2XZO5sPU7Lx0mvYea6A9DJbfRZUFaEOCaGDUmOf0kKtcaNL204EF2aSV2nrlBTAkIg2uKhV7M1q6CAHR/jTxlVHaonzR3o1qhs3XYrsACTpRrD88vws57/b1ygErkw9Q5cFL5L14WZULnoip01F6+VFl1fmk7HmA0xlZYTdOwGP2Bjcotqha9OG8lOn8B84gOAxtuUMFWo1Rbu/wS26LgT+0TEELjl4yN741ys/foL4hQvI/MAWAkdOmYze358uL9aHwPkE33kHvn1649OrJxovT0p/+AmfXj1tj3ZeRQh8qcLd3xA8etQv7lOv2mRp1PhrlAo6+nkwtn0QYZ6uzOjRjk9Tc8ksryYh1M++HrROpSQ5t5QobzfGdQhGo1LSrvdMzp37Ho3WldC2gzi3N92h7KNF5eguWXQor9JAZn62wzYhLBzJOketxfHx1h/ySu2Nv31bqZI7+v6J1DP7UCrVxMQMRqd3Z07/GD4+mUOpoZZR7QLp6OdBBx93vHUaTpVU0jPQm+HtAgBQKRTsTCtoVHatRV4BSFKLolCrEebGE3fVc4+OpvTwj5grGkZ96oODSP3nGxjybbdMTBfK6PyP5zi3/F1Kkg8CUJ2RQddXX+H8vv1kf2T7NlqRchJ9YAAqvZ5z/3rXFgIfPYYwWxqFwK6RkVRnZjnclnEJDeX0a0upSrMtjWgsLCR+4QLS319Dwa6vAKg6dw6X4JeoPHuOjHUbwGql/EQKoXePb/TZPGJjGoXAl/Lu0f2KdWivF7USlcJ2P7yeySo4WlROXqXBFgJnnmdnWiEA50qr8HfVYrIINpzIxmwVnCqpxE2rpk+wDwt/LKfUEANAvKEYb52mUQisV6vIrWy4XeSuUeHv1YZL72ZF+PpDhuMI5UgvV86UVjmUGeim49UfS8mvsi1uFF1znqf6+bDheBYH82zvzy6v4ZmEWE6cL2f7mXwEcLa0El8XLd56DWuOZTjNATTKG3cFIENgSboBYp7+i8NrlYcHCo2mLgROIGjMKDo8MQuNl+35dLd2betC4IYWpuzoMXK2brc3/lAfAm8jc8OH9m3CbCZz/UYyN25yaHTzv/iSyCkXhcDduxE6YTztZ89C62cbgaoPCcarezd74w91IfC2z+yNP4C5oi4EXntpCLyXkLvGNoTAw4cROCyR6D8+jqpu8Rl9SLDDLTGf3j1xCQy86rqsNpm43Jdcewh8tqHeaq2Cbafz+fSSEHjb6Ty+Siuk9OKRwEUVjGgXgGfdanPBdSHwvR1DCPe0PXfvrlUzvWskQeF98Anshn0kcNQIooPbcc9FIXC3AC8S2wbwcNdIhzIjvVzJr2r43ZwtreLrtEJ74w+2eX92pRXw32sMgS3ilzOSayGvACTpBvDv1xf/Tz+mcM93eMZ2QB8YiLm6BmE2ofG0Nfq+ffvQ+9/vYiovR+fnR9qq1Y3KcR4CV159CBwehnuH9rYQuFtXVC4uuIQE49m5MxWnUvHs0hmlkzWWryUEbvfo7wifNBFhtaLx8AAgYOhg/Af0x1RRia6usyk5/CPu7aPQejUe+PRLakxXCIFrrz4ErjI1vipz06ho7+tGVlkNcX4eeOu1KIE4Pw8MJgshHnpC3F1QKtVk+4xmX7ltJPAdXpGEANE+bkR6uVJZayHO3wOdSkmwu96hTGfKjI3PpdJkbhQCV18hBBbIDECSWqSAwQ2rVKldXQDH0ZxKjQZd3SOZAYlDyfvsc0TdGAKNj4/TEDho1EiE2cL5PXvt5dhCYNeGkbvUh8DLsFTZZtLMWL0WjYe7Ywi8s8AWAru62qd6ULm51oXAJ6g6WzeiVaEg8Pbh6IMCyd263X6MwLrppZ0tNanUau2NP4Bvrx7XUHMN2rjp0amUGJ08WaVWKhga6U+ZsXEIbDRb2XzSMQQeEtmGA7kl9isKPxct39hHAsPujCKsdSFw/S2loppaCqvPcl9sCGuPZdaVZuJs3UjgNw82jATeeCIbT51jCLw7o4i+wT5oVUr7fu5aNSOjAjlaVGa/MrhcCHxbhD8BvxACd23j6XT79ZAdgCQ1E7e2kXRd9AqFX+1GqdcRPGY0Wi8v4hcuIG/HF5grKglIHIJHbAzu0VF4xMZQlZaOd/dutLnNNo2wUq2hYPc3uF9jCNx18UIKvtwJCgVBo0baQ+C8HV9gPH8e/0ED8e4aj0/vXrhGhFN+8hSecR0JGJZ4U+pmYWInXj9wlsJqIxGeLkT7umMwWxkU5kf4xSFwWTX9w3wZGGabekGnVnEwt8QhBH4mIZb92cX2TOCFvY5jEi4XAh/Mv+Cw7XIjgZ2FwGcvVPHsgFj2Zp1HrVQyJMIfb72Gp/vH8PGp3EYhcISnK+ll1XT086BfiA8KhQI3jYofCy7grdWQUVFNQaWRboFe3B8XdqOqWXYAktSc3KPa4T7jUYdtWh8fIh9yXDhJqdEQMtZxHvjyEymcrQuBy48eQ1iuLgR2DQ/HNSyUdo/+zqE8tbt7o/l7FEolgbePIPD2m7uwjLtWy99vu/z0x1+eK2gIgcuqaeOqw2QRbDyR5RACj4oKpJ23G+28bVcsViGchsA6tdIhBHbTqGjr6UpSTonDcWOcjAR2FgKHuOsJ9XBhUifHBdw3nMh2CIHnDoiljauOoU4Gk8UHeBEfcG23z65Vk4fAlZWVjB07luzs7CvvLEnSVWsUAn9+FSFwcBBRf3isWc73Rqk2WdhxcQhssV42BL7027pSoWgU2E6MC+O+jqGEeVwUAsdHMiTSn97B3vaRwHe2D6JPiO9VhcATnXxLzyyrdhICF96YSrlOTXoF8PPPPzNv3jzSnQyTlyTp16m/119PmM24RoTj0aE9tXUhsNrVFa/Onei98l/UlpSi9fe75dddrrVYrzoEPllcwc60AqpqLQwK92N42wCC3fV08HUns6yaTv4e+LjYQuBO/h4YzRZCPWwTyamVSjr5e5JXYUCnVhHjY5vqItrHnUhvVyqNjiHwpWWaLFY+Sc3lSGEZIe4u9Aj0bvRZnIXUN1OTdgCbNm3i+eef5+mnn27Kw0hSqxQ4coRjCNy9G6mvL3UMgT09CBwxHIVK5XQdgFuRt15D1wBPjhQ2TKx3W7htJPDFIXC3QC9W/JjmENh61QW2aXX37L9OL8JiFejUqktCYCP3dQxlzdFMe3nLDp/l2YRY3jx45prLzK8ykldZQ5CbziEEHhTWvL+TJu0AFixY0JTFS1KrFjRqJBovL0oOHsY1PAx9cBAXXn7VYZ/SQ4cJHDG8mc6w6czoEcW3GUXkVRqID/CiZ5Dt27WPi5bjReWEebjgqVU3mlTuh/wL9oa6nrMQOLfSQHKe44Avs1Wwx0kIfDiv9KrKzKsy8rcBsRwpLKPMaKZ/qC8dfJtn3eV6MgSWpFuYX/9++PXvB4ChsLBRCOwSHn65t97SdColI6MaDy7rE+xDn2AfAHIrahr9PNzThdMlldcdAne4hhDYWZmhHi609W78CG1zkSOBJek3Qh8QQLtHpttDYK9uXZ3O399ahHi4MCEmxD51QtcAT4a1DWB610g8Lgls7429KATWqJgWH8ngCH96BTWEwHdEB9E3xLdRmYnXUKbGySC85qQQQty4mYUuY9iwYaxZs4awsCs/v5qdnc3w4cP5+uuvr2p/SZIcWQwGLNU1aH19mvtUWgSD2UKtxeqw7KLZaqXMaMZXr3EIxUtqavHQqh0a6nKjCbVSiatGdcPKbArX03bKW0CS9Buj0utR6ZtuIfFbjV6tsi+9WE+tVNqXXryYr5Ntztbr/bVlthQ3pQPYvXv3zTiMJEmSdA1a1g0pSZIk6aaRHYAkSVIrJTMASZIkwFBQQPr7a6nJzsandy8iJk9CqWl8//+3RHYAkiRJQMqChVRn2Eb+1i/f2Xb61OY8pSYnbwFJktTqGQoL7Y1/vdJDh7GaTJQcOkzZsePchCfmbzp5BSBJUqun9fZG7eGOuaJhERZdYCA/PvFnDLl5gG2upU7Pz0Oh/O18b/7tfBJJkqTrpNRqaT9rJmoP29w8rpERtjWb6xp/gAs//cyFn35urlNsEvIKQJKkFu3CkaNkb/oIS00NQWNGEThiOIaCQtJXr6EmOwefXj2JmDwJYbWS+cEGLvz4E65t29J2+lR0/n7kff4lBbu+Qu3uTsSDD+AZ19HpcfwS+uPTqye1Fy6gDwgg7T/vN9rn4iuEKynas5fcbZ+hVKsJu/9efHr2oOL0GTLXb8RUeoGAYUMJuWsstRfKyFi9hsozZ/GK70LElIfqlhNterIDkCSpxTIWF5Py0stYa2sBOLPsHbS+vqS/v6YhsK37r9VoJO+zz23bMrMw5OcTOmE85/71rr2846dS6b1yORpP5+vqKrVa9AEBALQZOsS2ZrPZNme/xscbnz69ruq8y46fIPWfb9hfpyxYSNclCznxwkuYK22dSNq/01C7u1H4zbf2ZTurM7Ow1Bjo8P/+dHUV9CvJDkCSpBapJi+P3K3b7Y1/vaI9e50GthaD0WFbZeppivd977DNajBQdvQ4bm0jqcrIwLNTJ7TetmUXTeUVlB07hmtYGK4R4bhHtaPL/H+Qtfkj1K6uREydgtrVFYDylJOYKyvx7tYVpdY21UNNTq69zNJDhx2OK8xmCr7cZW/86xV/n9xozeaSg4ca1UV1dg7VmZl4de6ExuvGLRMpOwBJklqcvB1fcO7d98DJkzfuUVGUHjrscDvGJSwMq9GAsbBhiUWNjw+u7drCd/sc3l955gynFv8ThECp1RL3t7kodTqOv/ASVoNt+uaIhx4kaPRITi99y54DmCur6PTc3zj56hJKkg4AoAtoQ/zClynet992y6iuzOA7xzQ6b4+4juR/uctxuu7IcPSZGRjyC+zbXMMdJ3LL+e+npL+/BgClTkenvz+LV3yXq6jFK5MhsCRJLYrVbCZj3QdOG3/ffn0JGj3SFti61wW2EeG0nT6Fto/8Dn1ICABqT0/a/2kmIWPvwKdXDwAUGg3hD9xP3o4v7GVba2vJXL+RzA0f2ht/gKxNH5G7dbtjCPzjT+Ru3W5v/AGMhUXkbt1GxgcbHMosO34C/8GDQKFAoVIRPPYOAoYMpu30qfYrBq/4LoRNGE/0rJlovG0L2ugCA4ia8Xt7+RajkcwNHzbUjdFI5vqNv6J2HckrAEmSWhRhNmOpclxhC6US18gIfPv2QanV4hYVhWd8F6ozM/Hp0xutnx/CasWnTy9KD4J7dBRu7dqi0uvx7dsXw/kStJ4eeMR1xLrpI4eiTRUVqMyOa/MKkwlTWTmXqi0pbbTNVFaO1eh4+8lcWYlvnzupyclFoVbj06snAJ6dO+HZqSPGklJ8+/VB7eaGa0QE3t27UZF6Gu/u3dAHBSIsFrI2fcT5ffsblW0oLLraqrwi2QFIktSiOJ3K2mqlOi2dM8veRuvr4xAC53z8X9suBiN5n+0AwJCbi7GwkNAJ4zm7fAUANUDF6TP49ulNSfJBe9GBI4ajcnHh3Nlz9m3ePXsQNGYUhbu/aQiBvb0JvWc8xfv3YyyqWxVMqSRo1O1Ya40OeYN31/grh8DvrULt5kbh//ZQ9vMRAPJzc7EaDOiDg8jauMlp/dSeP+90+/WQHYAkSS1KxiXf0C/lNAQ+eKhRCFxxKpXz3+132GY1GPAbNBCX8DAqTp7C/7aBBI8ZDYBSq6Hwm29xj44iYvIkVHo9Xeb/g+zNH6N0cSFy6kNovb2Jf/VlMtasw1RWTug9d+MZ1xH36Cgyg4LsZRov+Zb+iyFwXeNfr+TgIfTBQVeuqBtAdgCSJLUo/kMHk/3Bhsv+3D0qitKDhx0aU+chsLfTELg6PZ2c/34KQlB5+gwuISEotVrOrfwPVoOB8mPHUXt4EDTqdk4vfRtDbi4AlupqOv39WdJW/pvi7205QE1OLvELF1C8fz85Wz6xl+k0BO4YS/4XOx2yDZfIcHQZ6RgLGs7bNTwMfVAQlamnr6nerkeTdgDbtm1j+fLlmM1mpk+fzkMPPdSUh5Mk6TfALSAAVCqwWBr9zLdfH4JGj0Tr78eZt5ZjqarCJTyMttOnYDWbqcnLx5Cbh9rDg/Z/+iNeXTpTfvwEF374EYVaTeg948nd+pljCPzBBpR6vWMI/OFmrEajvfEHuPDDj+Ru3W5v/AGMhYXkbt3m0LDbQ+DbBtquQBQKgseMJmDoEEylF8hcvxFrbS2eXToTdvd42+2iJa9jKitDFxBAu8ceRePpSVVaOlVpaY3qwKVd2xtU003YARQUFPD666+zZcsWtFotkyZNol+/frRv376pDilJ0m/EwC2bKDz8A1mr19Fx3ly0Li5Ya03o/HwB8B+QgE+vnphKS9EFBtrX4O35zjIM+QXo/P3sUzl3fn4exvPFtmxBAdmbtzgcy1RRgcpkcthmC4HLGp1XbUlJo22XC4FjFy+k3aO/Q6FS2QeehU4YT+Co27FUVaNr4w/Y8oLe/16B8Xwx+sAA+1xD3d9YgqGgAI2XF6VHj5G9eQsxL8zDtW4swo3QZI+B7t+/n/79++Pt7Y2rqyujRo3iiy++aKrDSZL0GxPQqye9lr6GW0AAGg8Pe+NfT6XToQ8KcliAXaFQ4BIc1Ggef52/H2p3N9Rubvgl9Hf4WeCI4QSOGO6wrT4EVqgbviNrvL0JnTAerb9/w451IbCzMgG0Pj6NRh2rXV3tjb+9GI0Gl+CgRhPN6QMDUen1+PfpTfdFL9/Qxh+a8AqgsLCQNm3a2F8HBARw5MiRX3iHJElS0+vw5Gw8YjpQlZ6Od/duBCQOBUDj5UnJwcO4hocRfOcYVC4uxL8yn4JdX6HS6wkeewdaHx+6vvoyeds/w1RRSeDwRDzjOuIW1c5pmS1dk3UAVqvVoWcWQji8liRJag4qnY7QCeMbbfcfNBD/QQMdtnnEdMAjpoPDNp2/H20fnnZVZbZ0TXYLKCgoiKKihkehioqKCKibZEmSJElqfk3WAQwYMIDvv/+ekpISampq2LlzJ4MHD26qw0mSJEnXqMluAQUGBvLnP/+ZadOmYTKZuO++++jatWtTHU6SJEm6Rk06DmDcuHGMGzeuKQ8hSZIkXSc5G6gkSVIrJTsASZKkVkp2AJIkSa1Ui5sMzlI3/0d+fn4zn4kkSdKto77NtDiZQ+lyWlwHUD92QE4cJ0mSdO2KioqIjIy8qn0VQjhZd60ZGQwGjh07Rps2bVCpVM19OpIkSbcEi8VCUVERXbp0Qe9sUR0nWlwHIEmSJN0cMgSWJElqpWQHIEmS1ErJDkCSJKmVkh2AJElSKyU7AEmSpFZKdgCSJEmtlOwAJEmSWinZAfyCZcuWsWzZsl/cZ9iwYWRnZ9/Q4/71r38lJyenycpvbldTr1fy2GOPUVBQ0Gj71KlTOXDgABUVFcyaNQuA7Oxshg0b9quOdzNd/Pu/nPrPeTlN8Zlv5TqFG1OvV1JQUMBjjz3m9GexsbEAHDlyhMWLFwOwZcsW5s6de93H+7VkB9ACHThwADk+75etXLmSwMDAy/68rKyMlJSUm3hGN05L/f3fynUKN6deAwMDWbly5S/uc+bMGYqLi5v0PK5Wi5sL6Frl5+fz1FNPUV1djVKpZN68eSiVSl555RUMBgM+Pj784x//IDw8nKlTp9KxY0cOHTqE0Wjk2WefZdCgQaSmpvLSSy9RXV1NSUkJM2bM4MEHH7ym87BYLCxatIjk5GQsFgv33HMPDz/8MAcOHGDFihXo9XrOnj1LbGwsS5YsQavVsmbNGtatW4eHhwdRUVFERESg0+koLCxkxowZfPDBBwC8/fbbpKSkUFNTw6JFi+jWrVtTVKWD5qzX//znPxQXFzNnzhy+++47nnjiCZKTk1Gr1YwZM4a1a9cyceJE1qxZQ0BAAH/72984duwYoaGhlJaWAjB//nwKCwuZNWsWf/3rXzEYDPz5z3/m9OnTeHp68vbbb+Pj49PU1QjYGp533nkHtVpNdnY2Xbt2ZcGCBezYsYPVq1djtVrp3Lkzzz//PKtXr3b4/SclJbFq1SoMBgO1tbW8/PLL9OzZ85qOf/78eZ577jny8/NRKBT85S9/YcCAASxbtoyCggIyMjLIycnh/vvvZ+bMmZhMJp5//nkOHz5MYGAgCoWCP/7xj6xatarF1Ck0T70+/vjjPPjggwwZMoTXXnuNEydO8N5771FYWMgjjzzCv/71L6ZNm8bu3bvJzs5mzpw5VFdX2//NlpeXs3TpUqqrq1m+fDmBgYFkZGQwdepUcnNzSUhIYP78+U1ddQ3ELW7ZsmVi5cqVQgghvv32W/Huu++KcePGiZycHCGEEHv27BHTp08XQggxZcoUMXfuXCGEECdOnBADBw4URqNRzJ8/X+zfv18IIURmZqbo3r27EEKIpUuXiqVLl/7i8RMTE0VWVpZYv369ePnll4UQQhiNRjFlyhRx8OBBkZSUJLp37y7y8vKExWIR9957r/j6669FSkqKGDlypKioqBAGg0Hcf//99mPVl1n//++9954QQoi1a9eK2bNn36iq+0XNWa9nzpwREyZMEEIIsXjxYpGQkCB+/vlnkZmZKe6//34hREMdvffee+Kpp54SQgiRlpYm4uPjRVJSksjKyhKJiYlCCCGysrJEbGys+Pnnn4UQQsyePVusW7fuhtXVlSQlJYn4+Hhx9uxZYbVaxezZs8U777wjHnzwQWEwGIQQQixZskS8/fbbDp/NYrGIadOmieLiYiGEEJs3bxZ/+MMfhBC2Ok9KSrrsMS/+/E8++aT46quvhBBCFBQUiOHDh4uKigqxdOlScd999wmj0SjOnz8vunfvLsrKysSaNWvEk08+KaxWq8jOzhY9evRocXUqRPPU6/r168XChQuFEEI8+OCDIjExUZjNZvHRRx+JRYsWOdTRjBkzxKZNm4QQQvz3v/8VMTExQgghPv74Y/HMM8/Y/3/IkCGitLRUGI1Gcdttt4nU1NQbXVWXdctfASQkJDB79mxSUlIYMmQIQ4YM4Z133mHmzJn2fSorK+3/P3HiRADi4uJo06YNp06dYu7cuezdu5cVK1aQmppKdXX1NZ/H999/T+OaBz0AAAqASURBVEpKCklJSQBUV1dz6tQp2rdvT4cOHQgKCgIgOjqasrIyMjIySExMxN3dHYA777yT8vJyp2WPGDECgPbt2/Pll19e87ldj+as1+joaCorKykrK+PQoUNMnjyZ5ORkXFxcGDJkiMO+ycnJPPDAAwC0bduWHj16OC0zICDAviZ1+/bt7VcKN0ufPn2IiooCYPz48cyePRsfHx97vZlMJjp16uTwHqVSydtvv83u3btJS0sjOTkZpfLa79ru37+fc+fOsXTpUgDMZjNZWVkA9OvXD61Wi5+fH97e3lRUVLBv3z4mTpyIQqEgNDSUhIQEp+U2d53Cza/XoUOHMnPmTPvffmxsLMePH2fPnj1MnTrVYd/k5GT++c9/AnDXXXcxb948p2X27t0bb29vACIiIm5qPd7yHUCvXr347LPP+N///seOHTvYvHkzYWFhfPrpp4Dt1sz58+ft+188w6jVakWtVvPkk0/i6elJYmIid9xxB9u3b7/m87BYLMyZM4eRI0cCUFJSgpubGz/99BM6nc6+n0KhQAiBUqnEarVeVdn156xQKK75vK5Xc9frbbfdxq5du1AoFAwbNow333wThULBE0884bBffX3WU6ud/0lfvP3S99wMF9ePEAKLxcKYMWPsjUJVVVWjedyrqqq47777uOuuu+jTpw+xsbH224LXwmq1snr1ansjU1hYiJ+fH1999ZXTv02VSnVVf5vNXadw8+s1ODgYq9XKzp076dmzJ/7+/iQlJXH8+HF69OhBXl6ew/71daJQKC7byTRnPd7yIfCiRYvYunUrEyZM4LnnnuPkyZP2b44AH3/8MU899ZR9/x07dgBw9OhRysvLiYmJYd++fTzxxBOMGDGCPXv2ANe2qAJA//792bRpEyaTiaqqKiZPnsxPP/102f0TEhL49ttvqayspLa2lp07d9obeJVKdc3Hv9Gau16HDBnCihUr6NWrF3FxcZw9e5a0tLRG3+YSEhLYtm0bVquVnJwcfvjhB8D2j8psNv/qerhRDh8+TEFBAVarlU8++YRnn32WXbt2UVxcjBCCF154gdWrVwMNv//09HQUCgWPP/44/fr1Y9euXdf1d9G/f3/Wr18P2ALIcePGUVNTc9n9BwwYwI4dOxBCUFBQQHJyMgqFosXVKTRPvQ4ePJjly5fTt29f+vfvz9q1a+nWrVuj6esHDBjA1q1bAdi5cydGo9F+Hi2lHm/5K4CpU6fyl7/8hS1btqBSqVi8eDFeXl4sWLAAo9GIu7s7r776qn3/rKwsJkyYAMDrr7+OSqVi9uzZTJ48GZ1OR8eOHQkNDb3mRy8nTZpERkYGEyZMwGw2c88999CvX7/LPlIWExPDtGnTeOCBB3B1dcXHx8f+bWzo0KHMmDGD99577zpr5ddr7nrt168fRUVF9O3bF4VCQVxcnNOAcfLkyZw+fZoxY8YQGhpKTEwMAH5+foSEhDB16lReeeWVG1Ajv05AQABPP/00BQUFDBw4kClTpuDq6sr06dOxWq3ExcUxY8YMoOH3v3LlSuLi4hgzZgwKhYJBgwZx+PDhaz72vHnzeO655xg3bhxg69zrbz06M3HiRE6ePMm4ceNo06YNISEh6PX6Flen0Dz1OnToUFatWkWvXr1wdXXFZDKRmJjYaL/nnnuOOXPm8OGHH9KlSxfc3NwA6Nq1K2+99RZLliyx375qNjctbWgBrhTw3Eznzp0Tq1atsr9+/PHHxddff918J/QrtKR6bYmSkpLElClTmvs0rto333wjdu/eLYQQory8XAwbNkyUlpY281k1dqvVa0t0y18B3AxTp051GtBOmjTpmh8XrRcaGsrRo0cZO3as/VuIs28Rv2VNUa+tSWZmJrNnz3b6s/nz5xMfH39d5UZHR/P000/zxhtvAPDEE0/Y84PWoKnqtSWSK4JJkiS1Urd8CCxJkiRdH9kBSJIktVKyA5AkSWqlZAcgSbegt956i6+++qq5T0O6xckOQJJuQQcOHGgxg4mkW5d8DFRq0Q4cOMBrr71GcHAwaWlpuLi4MGPGDNauXUtaWhojR47k2WefZffu3SxfvhyTyYRer+eZZ56hR48e9pkwi4uLKSoqIjQ0lDfeeAM/Pz/Wr1/Pxo0b0Wg06HQ6XnzxRdq3b2+feqL+cb/61z4+Pjz00ENER0eTk5PD2rVryc7OZsmSJdTU1KBUKvnTn/5EYmIiW7ZsYefOnVitVnJzcwkMDGTixImsW7eO9PR0fve73/HII48AsHnzZjZs2IDVasXb25u///3vREdHM3fuXNzd3Tl16hT5+fnExsby6quv8sknn3Ds2DEWLVqESqXi9ttvb85fkXQra+6BCJL0S5KSkkRcXJw4fvy4EEKIRx99VDzwwAPCaDSK4uJi0blzZ3HgwAExduxYUVJSIoQQIjU1VQwcOFBUVVWJ999/X6xYsUIIIYTVahW///3vxb///W9hNptF586dRUFBgRDCNlvjxo0bhRC2WSOPHDliP4f611lZWSImJkYcPHhQCCHEhQsXxMiRI+0zt+bn54vBgweLnJwc8fHHH4tevXqJ3NxcYbFYxB133CFmz54tLBaLSElJEfHx8cJisYgDBw6IyZMni+rqaiGEEHv37hWjR48WQgjxzDPP2D9rbW2tuPvuu8VHH30khLANvvv888+btO6l3z55BSC1eGFhYfY5gCIiIvDw8ECr1eLr64ubmxsnT56ksLCQhx9+2P4ehUJBZmYm06dP59ChQ6xatYr09HROnz5tn7dl9OjRTJo0iaFDhzJo0KBGM406o1ar6d69OwA//fQTRUVF9lWy6o976tQpAOLj4wkODrZ/hkGDBqFUKgkPD8doNFJTU8P//vc/MjIymDRpkr2M8vJyLly4ANgmxdNqtYBt+pCysrJfUZOS5Eh2AFKLV98A1rt0xk+FQkFCQoJ95CpAXl4eAQEBLF68mCNHjnDvvffSr18/zGazfbbFJUuWkJqayv79+3n33Xf59NNPefPNNwEcZmSsra11OJf641ssFqKjo9m8ebP95wUFBfj6+rJt27YrnjfYZuocP348c+bMsb8uLCzEy8sLAL1e7/A5hRy3Kd1AMgSWbnl9+vRh3759nD17FoBvv/2Wu+66C4PBwHfffcf06dO5++678fPzY//+/VgsFkpKShgyZAje3t48/PDDPPnkkxw9ehQAX19fjh07BtgyiKKiIqfH7d69OxkZGRw8eBCAlJQURo0a5XSt4ssZNGgQn332GYWFhQBs2LCB6dOnX/F9LWlGSenWJa8ApFueUqnkxRdf5P/+7/8QQqBWq1m+fDlubm7MmjWLRYsW8eabb6LRaOjZsyeZmZn4+voyc+ZMHn74YfR6PSqVyr4U31NPPcULL7zAhx9+SOfOnencubPT4/r6+rJ06VIWLVqE0WhECMGiRYsICwsjOTn5qs590KBBPPbYYzzyyCMoFArc3d156623rrj2w7Bhw3jttdcwmUz2WVgl6VrJuYAkSZJaKXkLSJIkqZWSHYAkSVIrJTsASZKkVkp2AJIkSa2U7AAkSZJaKdkBSJIktVKyA5AkSWqlZAcgSZLUSv1/rqnEtKwndq8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the example iris dataset\n",
    "iris = sns.load_dataset(\"iris\")\n",
    "\n",
    "# \"Melt\" the dataset to \"long-form\" or \"tidy\" representation\n",
    "# 合并数据集\n",
    "iris = pd.melt(iris, \"species\", var_name=\"measurement\")\n",
    "\n",
    "# Draw a categorical scatterplot to show each observation\n",
    "# swarmplot将不同类别散点图用树状表示\n",
    "sns.swarmplot(x=\"measurement\", y=\"value\", hue=\"species\",\n",
    "              palette=[\"r\", \"c\", \"y\"], data=iris);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Scatterplot Matrix(pairplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 806.85x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = sns.load_dataset(\"iris\")\n",
    "#制作多变量图，hue为使用指定变量为分类变量画图\n",
    "sns.pairplot(df, hue=\"species\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Scatterplot with continuous hues and sizes(scatterplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the example iris dataset\n",
    "planets = sns.load_dataset(\"planets\")\n",
    "# 设定颜色\n",
    "#cubehelix_palette表示从cubehelix中制作顺序调色板\n",
    "cmap = sns.cubehelix_palette(rot=-.2, as_cmap=True)\n",
    "ax = sns.scatterplot(x=\"distance\", y=\"orbital_period\",\n",
    "                     hue=\"year\", size=\"mass\",\n",
    "                     palette=cmap, sizes=(10, 200),\n",
    "                     data=planets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Violinplots with observations(violinplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a random dataset across several variables\n",
    "rs = np.random.RandomState(0)\n",
    "n, p = 40, 8\n",
    "d = rs.normal(0, 2, (n, p))\n",
    "d += np.log(np.arange(1, p + 1)) * -5 + 10\n",
    "\n",
    "# Use cubehelix to get a custom sequential palette\n",
    "pal = sns.cubehelix_palette(p, rot=-.5, dark=.3)\n",
    "\n",
    "# Show each distribution with both violins and points\n",
    "# 制作小提琴图，pal表示颜色\n",
    "sns.violinplot(data=d, palette=pal, inner=\"points\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Discovering structure in heatmap data(clustermap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the brain networks example dataset\n",
    "df = sns.load_dataset(\"brain_networks\", header=[0, 1, 2], index_col=0)\n",
    "\n",
    "# Select a subset of the networks\n",
    "used_networks = [1, 5, 6, 7, 8, 12, 13, 17]\n",
    "used_columns = (df.columns.get_level_values(\"network\")\n",
    "                          .astype(int)\n",
    "                          .isin(used_networks))\n",
    "# 建立矩阵类数据集\n",
    "df = df.loc[:, used_columns]\n",
    "\n",
    "# Create a categorical palette to identify the networks\n",
    "#创建调色盘\n",
    "network_pal = sns.husl_palette(8, s=.45)\n",
    "network_lut = dict(zip(map(str, used_networks), network_pal))\n",
    "\n",
    "# Convert the palette to vectors that will be drawn on the side of the matrix\n",
    "networks = df.columns.get_level_values(\"network\")\n",
    "network_colors = pd.Series(networks, index=df.columns).map(network_lut)\n",
    "\n",
    "# Draw the full plot\n",
    "# 将矩阵数据集绘制为分层聚类热图\n",
    "# row_colors,col_color行或列标记的颜色列表\n",
    "sns.clustermap(df.corr(), center=0, cmap=\"vlag\",\n",
    "               row_colors=network_colors, col_colors=network_colors,\n",
    "               linewidths=.75, figsize=(13, 13));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Lineplot from a wide-form dataset(lineplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "rs = np.random.RandomState(365)\n",
    "values = rs.randn(365, 4).cumsum(axis=0)\n",
    "dates = pd.date_range(\"1 1 2016\", periods=365, freq=\"D\")\n",
    "data = pd.DataFrame(values, dates, columns=[\"A\", \"B\", \"C\", \"D\"])\n",
    "data = data.rolling(7).mean()\n",
    "\n",
    "# 创建折线图\n",
    "sns.lineplot(data=data, palette=\"tab10\", linewidth=2.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Violinplot from a wide-form dataset(violinplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qFQBAuVy22BIKhbJeqMikUCgtMTs7i7/7u/8C0eXBvt3D+OPH/zerTaJsQ3Rdr7ulUCjkQkUmaFiGQmmF+fl5eML98Oy9B7Gb56w2h7JNoSLTnmSzWXz7W98GADz6Pz4Kt9ttsUWdo2karly5AtM0MTg4iGAwaLVJ2xYqMkHDshRKK8TjcbCSC7zsQSSxYLU5lG1KqVSq3qqqxZZQljM9PY3Rq6MAU/374MGDVpvUMR9++CG+/Z1vQ3Y5sXfXPvynx/6T1SZtW6jIpFA2me3iKZ+LRMBKbjhEJ3RdR6FQgCzLVptF2Waoi+JSVUsWW0JZTiaTgdfpBczq3yQzPz+PkSN7sfvAMD58+7LV5mxraHU5to8IoNiT7eIpn52LQFA8YBgGsseHWCxmtUmUbciSyCwWLbaEspx0Og0BAgRGIF5kxmIxePxueAIezMfmrTZnW0NFJraPCKDYlG2yiIlGoxBcPgCAoHgRiUQstoiyHSkuistCoWCxJZTlJBNJCExVZCYTSavNWRezkVn4u3xwe13I5/NLKRqUjYeKTAqFsiblchnpZBKC4gUAME4P5ubmLLaKsh3J5/MAqMi0GwvxBTgdTkgOCQtxsnOyo5EofCEfWJaFP+inC+ZNhIpM0HA5ZXPZDvtXPB6HpLjBchyAqidzambWYqso25GayMxTkWkrkokknA4nZIdMtCczn8+jWCjC461WxwfDfszMzFhs1faFikzQcDllk9kGInNubg6i27t0X3D5MTdHV/+UjSeXzQEA8vmcxZZQlpNKpeDknXA6nEgmyRWZs7Oz6OoOgmGr131f2Ifp6WmLrdq+0OrybUAmk8HJkz9e8ph1d3fjl37ply22inIb8kVmJBIB5/Qs3RdcXkzPx2CaJl2kUTaU7GJRSaVSgaZpEATBYos659KlS3jppZfAcRy+/OUvw+VyWW1SR5imiVQmBblLhgkT6Wya2GN/cnISwZ7A0v1QbxA3Pxi3zqBtDvVkbgM+/PBDXL58DpIUgyBE8N3vfndp/i/FBpCvMTEzOwdOrnoyR1/7VzgECSzLIp1OW2wZZbuRzWYBAC7FtfQ3qXz44YeQJAnxeBxTU1NWm9MxhUIBDMOA53gInLD0GImMj99CV+/t5uuh3i5MTpL729idHS0yt0OuHABMTNzCiRODePDBQ/jVXz0Cr1emRRl2YhvsZ3OR6FLRTymbAAA43T7Mz9P2H5SNJZ2uejLdiov4Vjnz8/PYtWsXwuEw4vG41eZ0zMLCAtzS7Qk/LsmFRCJhoUWdc2t8HOH+0NJ9t8+NSqVMdAqAndnRIrNSqQCoVs6SzNTUBAYG/Ev3+/v9RK+atx3bQGQuLMQhKJ66xxyyh4pMyoaTyVaFpUdxE+8pn5+fh8/ng8dD9rGysLAAma8OXjh58yRkXiZSNGuahmgkilBv19JjDMOgZ6AH4+Pj1hm2jdnRInO7zMidmZlDb69v6X5vrxszMzSR2S6YJtmpC6ZpIptOg3fW55MxooyFBbJbmVDshWEYyC0W/HicCtEi0zRNxONx+Hw++Hw+otvkxONxSKwEAMiUMnCyTiKP/cnJSQTDATj4ajnKf/+H7wIAQv1dGB0btdK0bcuOLvzRNK3ulkRUVYWmafB6nUuPhUIuXLsWtdAqynJq+bGVSgXcYgsgkshms+B4HixXf7rgRAXxBfJCZrOzs/i3f30GhlFZeszplPHo//Q/0zGZFpPL5eAUJeQKeXhkF1KplNUmdUwmkwHHcXA6nQgEArh48aLVJnXMfGweEiMt3ZcYichJOWNjY+geDC/dX4hWz189g2FcPUtF5mawoz2ZtS7/JIvMRCIBn89dV+Xn9ytIJMhbZW5XNE1fvCVzP0un0xCdyorHHZKMRJI8EfD6az+BI3MTxz1zS/9ik1dx4cIFq03b8SSTSXjd1bQMr+JGmmCRGYlEEAxWC0wCgQBisRixdQCxSAwu4XYkQxEURCPkOTJujN5A90B4xeM9gz2YGB+nBbObABWZy25JpFAoQJbrW3zIsoBCgc79tQslvSouSd3PcrkcHKJzxeOcICGXI6v61zRNfPD+eXxmnxOH+8SlfycGOJx/77TV5u140uk0vEq1wMTr8hDd9DsSiSAQqLbKkWUZDMMQW8g0H59fyskEAIVXiMwxHRsbRe9Qz4rHnYoE2a0Q2ZRd0zT86Z/+n3j88f8F//Zv/2q1OStYl8h84YUX8LnPfQ4PPvggnnnmmRXP37x5E7/3e7+Hz3/+8/j93/992+XXqKoKACgUyRVkuq5DEOrDmDzPEZ9nCmyf6v+SpsMtikv7G2kUCgWwjpW9CjleJG4qy8TEBBhDR6+3Pm3hUJ+Iy1euErsQ2C4kk8klkelzeWx3zWiH6enpJZEJAKFQCLOzZE7JSiQTUPjb0QyFV4irxk4mkyiVSvB1eRs+3zvYjbGxsS22av3Mz8/DqBTxxc+5cf3ax1abs4KORWY0GsWTTz6JZ599Fs899xy+973vYXT0dk6DaZr4wz/8Qzz22GN4/vnncfDgQTz11FMbYvRGUVwUl6RdKJfDcRwqlXoXf6VigOPId1KT2Oj3TkzThFYuwyUKxAqYUqm0Ih8TAFjOAZ2wFID3zp7BkV5uxb6liCyGghI++ugjiyyjANWpMl550ZOpuInOyZyenkYodLtVTjAYJHKyTLFYhK7rEDlx6TGRE6HpGlEL59HRUfQO9a56XekeCuP6jetbbNX6icVi6AoIGOwVEZu3X5pcx0rk1KlTuO++++Dz+SDLMh566CGcPHly6fnLly9DlmU88MADAIAvf/nL+N3f/d31W7yB3BaZeYst6RxRFKGq9V7LUqkMUZRWeQc5bAdPpqZp4DkWTgdH1Al5OeVyGWBXFiwxnIOo9l+maeLnZ0/jaD/f8PkjPcB7p3+2xVatn/HxcXz00UdL/27cuGG1SR2TStz2ZHoUN9LZDJF5cqZpYmpqCuHw7fy/UCiEiYkJC63qjIWFBbjl+rx/hmHgdrqJamN0Y/QGwgOhVZ/vHeqpc5SRQiQSQSjIwOvhUCioS7rGLnRcXR6LxepWaeFwuM4LMDk5ia6uLvz5n/85rly5gj179uAv/uIv1mftBpPP5yEoMvJ5ckWm1+tFOl1vfyZThNfbOCRAEtvBk1ksFiE6HBAYhliRuV2YnJyEUdbQ72s82u9wv4iXXv2YqFGGsVgMf/ONryPUfztfLhEp4v944k8wMjJioWWdkUwmsX93PwCAdzjgFCVks1nizmepVAqmacLtvt3AvKenB6+99pqFVnVGPB6vC5XXUAQF8XgcAwMDFljVPqNjozj+2cOrPh8MB5BKpZDP56EoKz+vXZmdmUR3FweWZRDuqg5i2bNnj9VmLdGxyDQMo04E3DnHtFwu47333sN3vvMdHDlyBP/wD/+Ab37zm/jmN7/Z8jYuX768qRfm69evQ/RUV2Pnz5/ftO1sJqZpQlU1qKoOSap6aOLxHACG2M9UQ9d14j9DKpWCg2HgMA18/PHHRHn+akxOTi4NLqjDNFGpVIj5jc6eOY27e9hVFy8ukUWPh8fzzz+P3bt3b7F1nfHzn7+HgbtEHP2V2yLz2lkDz7/wHH7ps79ioWWdEYlE4Dty/9J9t+LC6dOn6xwaJDA2Nobu7u66fa27uxuRSARnz56Fw0FO98CPPvoIIsQVj4sQ8cEHHzQ+N9gMwzAwNTGFhwZWPyZYjkWopwuvvvoqhoaGttC69TE6eg3Hf70auQx3sXj33Xc3LV/2xIkTbb+n4z29p6cH586dW7o/Pz+/IjQwPDyMI0eOAAAefvhhPP74421t49ChQ52a1xLXrl2D5PXAWEh19OXZhd7eMKLRDIaHq+0yotEcjhz5BaI/EwDwPE/8ZxgfH4cs8JAdHPr6+oj8POVyGRduTK543KiU4XTKxHym5//93/BrexuHymsc7mWRyyRx4sRvbJFVnWOaJv71e8/gwC/VC4CBAxLe/f4Y/vfHnyBKzADAt//bt+F13Z4sFfD60dPTg+PHj1toVfvcuHED/f39dY85HA50d3fD7/dj//79FlnWPqM3RuHkVnaXcHJOKLJCxPE/NTUFj88NUVoplpfTM9QNh8NBxGcCqr2Xn/p//2/0hKvHzEAvh6Jh2Mr+jnMy77//fpw+fRqJRALFYhGvvvrqUv4lANxzzz1IJBK4evUqAOD111/fdNHYLqlsBpLfiwLBOZkAMDAwiJmZ2yuX6ekUBgcHLbSIUkNVVYgcB5EBseFyURRhVlZ2KzAqOgShuWizC7lcDtH5OIa7mts7EhZw+dKlLbJqfYyOjkKvqAj01n8mxeuAJ8jjgw8+sMiyzqhUKsjlc/Aot9MZfIqbuCpmoOrAaHQO7u/vx7Vr1yywqHPi83HIjpVDCmSHTExD9vE75pWvRqivC7fGb22BRRvD3NwcPB4RTqkq5Qb6RNy6aa+80o5FZnd3N5544gk8+uij+MIXvoCHH34YR48exWOPPYaLFy9CkiT80z/9E772ta/h13/913H27Fl85Stf2Ujb1002m4Xk80AtqkQml9cYGtqNqalqFWalYmBuLrEtROZ2KPxRVRUiw0AwTdslZLeKoiioaCsr4ytaCYrSOL/RboyOjmKoywkHWx8q//tX66sxe7wc8oUCEVXNr7/xU/QfdDQM//cfZPH6Gz+xwKrOSafTcMkKuGVFZj6ZPJFZKpUwMzODvr6+Fc8NDAwsOV5IIZVMQXKsLCSVHBJShAxjmJiYQLA3sObrwn0hTEySU5x169YtDPbdzh8f6BUxPT1nq7SsdcVSHnnkETzyyCN1jz399NNLfx87dgw/+MEP1rOJTSWbzcIj74YgisjlcvB4PGu/yYbs2rUL5869DQCIRNLw+bxwOleGN0hjOxT+qKoKkWUgcgxUQltluVwu6KWVArmiqXC7yRCZ4+O30O9ZuWiJZurzyViGwUBAwsTEBHw+31aZ1zaFQgEffPABfvn3GtvYN+LET94eRzweR1dX1xZb1xmJRAI+d32Bj8/txcQCGd6yGqOjo+jp6WlYPDY0NISXX36ZqBGz6XQaezwrC0kkh4R0how+plPTkzh439opCr6gF5lUBqVSCaLYPLRuB65f+xi7Bqq+wr/7pyn86f86iEBAwuTkpG2Kf8hvprgOcrkceEmCKDuRy+WsNqdjhoeHMT0dh2EYmJxMYHh4l9UmURZRVRUCw0BkWWJFps/nQ6mQX+FZLqt5dAXW9g7YgdmpCXS7WzvdhV2m7Ztmnz17FqFBEaLcWKhwDgb9d4l452dvb7FlnZNMJuFz1S/0fS4PUoR5Mq9cubJqxbUsy/B6vUS1MsoVchAdDQp/HCIxnVlmZ+cQ6F77XMVyLAJdfszNzW2BVevn+o1r2D1U9TJHYtWUpt2DPK5ft0+/zx0tMgu5PBxOEbyz2iaDVGRZhsfjRiyWxdRUEsPDZFTGrsV2CJeXSiWIjAmBZaAWyRSZTqcTDAMY5frG60apgEDAb5FV7ZFMLMDnbO105xVNJBP27v/35tuvof9A80DU4EERb7/9FjGpQMlkEv47RKbf7UUikbDIos64evVq0+rkwcFBYkLmhmGgqBYhcCu9siInoqgWbb9/qaoKtajC7Wkt6uLt8iIatf9c9mQyiWwmh97u+t9m7zCPKx9/aJFVK9mxIrNcLqOs6+AEAQ6JbJEJVE9c09NJzM5miGq/sN1RVRUCTIgci5JK5sQfAPD6/NAL9d5+s5QnJhRbVFVIfGvpF06eRdHGHpqFhQVEozGEh5uH87xhB0xGx/j4+NYYtk4W4gvwKXd4Mt1eJFPkeDLL5TImJycb5mPW6OvrI6bpd6lUgoNzgGVWSgWWYcFxHDSbT/2an5+HL+AFw7Z2/HsCbiJE5tWrV7F3twL2js+1b7eE6zfGbNNaaseKzFwuB9HpBMMwYEWB6HA5APT3D2JuLo25udSK1hkU61CLBQgMWw2XE1pdDgCBYBB6oX4hphdzCAaDFlnUHtU+vq29lmFga+/M+fPn0LNbAsvVf6DX/nt97iLDMAjv4XDu3M+30ryOSSwswO+pz8mURQmGYaBASKrJ7OwsvF4vJGn1iWt9fX24dYuMCuZSqQTBsfpgAt7B2/68trCwALeAG/DLAAAgAElEQVTPvfYLF3F7XVhI2G88451cungB+3evlHBulwN+r2CbfWzHisx8Pg/eWT0RMAJPTG7JavT09GJ6OgVV1eD3kxHCXIttEC2HWihCYBn8cDqGUsneJ+Nm9ITD0AqZuseK2RQxTbIlUUKp3NoOVSqbcMorW7bYhY8uXUDX0MpTd3ZhZUVpeJjHxcv2CZ01Y2FhAf47Cn8YhkHA6ycmZD47O7vmMeHz+ZDL5WwvzoDqWNxmBUoO1gFdX9nezE6kUikontaPZ8WjIJG09/5mmiYuf3wZI3saF/ju38Pj0qWLW2xVY3asyKwW/VTDTZwoIJsjO1weCoVw9eosurr826Iquwr5KrOkFiFyLBJaGSWbh5Wa0dvTjUrx9jFS0VSYpgmXi4zqco/Xg6zamncyq5rw+OxZ0GSaJm7dHEegr7Wxl75uAZHZqO1DmkC1ujzoWblADnh8WFiwv2cJqI75XGsEJsuy8Pv9mJ+3f9V8pVJpGCqvwbKsbcKyq5HJZCApq3uW70R2OZHN2FsPzM7OgmMMhIKN+/7u3yvi0iV79MndsSKzWCyCW2wxwYkC8gUyexjW8Pv90LQyAoRU+7bCdhDLJbUEYTFnhmSRGQ6HYai3U0q0Qhb+QJCY36inbxDz2dYuhvNFDj09PZtsUWcUCgXoug7Z3Vr7GwfPQPGIiMftXcik6zpy+dyK6nIACLh9tre/RiaTgdyCF1yWZSLqAAzDAIPVj3EGjK1TS4BaalxrizIAkJz2r5q/dOkSRvaKq55/9wxJmJqatUVv5h0rMlVVBctXVwEcLxCT87MatdWzx9N8FU0S2yFcrpVUCGz1MCNZZIZCIejLwuVaPoNwmIxQOQAMDg1jLteaMJtN6bYdZpBMJiG72+vf53Q5bN/QfGFhAV63Fyy78pIUdPuI8PoBVbHcyihPnueJ8C6zLAuzSUTJhNnwN7MTRbUIQWxdZAqiYPtUhisff4iR3atPLxMEFoP9ii1aGdl779hEVFUFw1cvOpzAo2ADxb8eao1/ed7+DWRbZVu0MNI08IueTF23zxSGdgmFQihk00u/iV7IoCccttiq1hkZGcHN+dKa+1SqUIFWMW3rySyXy3C0WCVfg3Mwts+bi8fjCPkbR2G6vH7MR2NbbFFncBzXkmePlGbsLMs2PWYM07C9yNQ0DQ6+9bkzDt5hq4k5d2IYBq5fH8Xe4eYpAHuHOVy9cnmLrFode+8dm4iu62AWx5cxHIty2d4n4dYhI3zZCtvhk2iaBmExp0krl4kVzk6ns5p/pVfbMBmlPFGezFAoBF4QVkz4uZPRmIa79o/YNg2A4zhUWixgqmFUzJa8a1YSi8XQ5VlFZPoCiBEyI9vtdrcUoiwWi3C7W694tgqHw4GKsfoxUzEqtt+3dF0H52hd0HMOztYiMxKJwOl0wONu/r3vGhQwNkY9mZah6zrAVT8+y3FEe5mWY9eLYzvUDvCyzRPKW0HTtKV52QzD2D5Jvhlenw/lYjUv0yjlicv/PXbsOK5Emocor84Dx+755BZZ1D5erxeFnNbWYqWYr9h+ZG5VZDbuitHlDWA+Pk/EAi0QCCCTyTR9jWmaSKVSRBw/PM83FZmGYdheZAIdOCxsvKuNj49jsG/tiOVgn4iJyRnLj5sdKzIrlQpqjfMYlkW5sj1E5nagmjyvQFWLRIsyANB0fSknkyegcXEzvF4fdLWau1xRC7ae7d2Ie058EleaRF3LFRPXIyqOHTu2dUa1idvtBgMGWrG1YgvDMJFNquju7t5ky9ZHdC6CkL9xz1XFKYNlWSIKZQYGBtbMH81ms+A4jghPpiAITa+NelknYsZ3uzKrWR6q1UQicwi30J5YdnIQBBapVGrzjWrCjhWZd8JuAw/gdiGVSsHl8kCS5DW9AnanKjKr+5ZAuMj0+XyolKoiU1MLtveO3cnBgwcRSWvIFBsvXG7ENAz0967ZgsZKGIbB0PAAEpHW0nvSMR3BLr/thUA0GkXYt/qVMxzoImIKy+DgIOLxeNMc2NnZWQwPDxMRdRIEAXpZb+gNM00T5UoZPL96AYod4DgOZqX1CnjDMGydLxuLziAYaM17HPRLiMWszWfesSJz+QFePYDsf8DvFBKJBBTFA7fbQ0wT5tXQ9fJS4Q/PsSiVyB0t6XYpKGtV+/WSCkVRLLaoPXiex9Ejh3FptvFvcCli4MQv3L/FVrXPobuPYWG6NQ9/fFrD3Xcf2mSL1odhGJiPx9HVpDdpyBsgQmQKgrA44nd61ddMTU3h4MGDW2hV57AsC5ZlYZgrRZphGuBYzvaFP9W80tZFZqVsb5GZz+cgO1v7zhWZtbxzjr33jk2EZdnbPXJM+7dh2EnE43EoTjdcipeY/niroZXL4JntES53uxQYi4U/ZV2D09l42oSd+cQvfAqXoysXlBXDxMezJZw4ccICq9rj+LHjiN1q7F26k/g4cM9xe3+mRCIBRZYhCat7W8O+ICKRyBZa1Tl33303JiYmVn1+YmKCGJEJAA7OgYq5clFTMcmokOd5HpVy62lXlUrF1t7ZUqkEQWhNrwg8Y7ljY8cqK57ngcV8P6NchiDYd6faaUQiUSiKF4ritdzVvx4qlQoM00RtxDTP2r+VTDNEUQQWiwA4zkHkwuzo0aOYiBeh6vWejcmEDp/PR8SYzKGhIbAMj0y8eR65mq8gvVCyvaCJRCLoDnQ1fU13oAuR2bktsmh9HDlyBOPj4w2fy2azyOVy2L1799YatQ5W65VpmiYRIlPgBZT1NkSmXrZ1MRPP8yi32GGiXDEtF8zkXSU2CEEQlvI0jHIFPN96s1bK5jI7OwuvNwCP24+ZmVmrzekYTdPAc9xSaobAkh0udzgcwGLYrJ2WIHZCFEXs3b0LN2L1HuWrkTKO32tvj18NhmFw3y/ch9nrzb3iM9dVHDt+zPKLzFpEIhGEfWuITH8XMZ7MvXv3IpFINAxT3rp1CwcOHCBvgWbfOpg14QW+rQLSctnenkxJckIttRb+V1UTktT6SM3NgLA9feMQRRHGYtuiSrkMyeaJ8TuJaDQKjycArzeAWUK8F43QdR3CspU+z5DtyayK5drVhtwc5iPH78WN+fqT9OgCcPiIfavK7+RTn/o0Zm80D5lHRg18+lP/YQut6oy52Tl0Nyn6AYCwvwux+ZjtRxgC1cXYyMhIw5D5xMQEDh8+bIFVnWOaZsMiJYax/0hJoOrJrLTRorBic5HZ1dWNRLK1z5NIaQgGWyhF30R2rMiUZRnG4gW/UtKIK2LYrhQKBRQKBbhdXvi8XYhG5yzv89UppVIJwjKPH89anx+zHpYXyJH6mwDAgQMHcWvh9sVR1Q1EUir27NljoVXtMTQ0BJGXkIo2XrQUMhXkkmXcfffdW2xZ+0Tm5tAdaJ6mIAkiZEm2/XjMGgcPHsTU1NSKx0kq+gGqx7mma3CwK8PHHMsRsWhuNyezOlXLvuHy7p4+xBNrn3913UA6U0JXV/MowWazY0Wm0+lEpVQNN1U0DS4qMm3BzMwMgoEQGIaBKErgeZHY4h9N08AvC4vxDIgu/NF1HVicklWx8USMtRgcHMRCtgRtMa9pNlVGX094aTQrCTAMg/t+8X7M3mh8kZ8dVXHvvffYOresRiQSQdi/9oWwO9iFuTkyIhv79+/HzMxM3WPZbBa6rtt2ZGkjNE2rVpAzK6UCx1Qry+2+cK6O+mx9UWxU7F1dPjw8jOm5tc+/s1ENvT1dlp8DdqzIVBQF5VJtRN72EZlmg1YTJDE1NQWf9/YFJxgIN20HYmdWiEyAiJX/aqhqCVj0aBhGhYhQWSMcDgd6wl2IpKsn6rl0GUPDu6w1qgPuvfcE4hONLzYLEyY+ceIXttii9tE0DelsBkHv2o39wz5y8jJr/TKX5wLOzc0R0x+zRjKZhCKtfm1UJMX23mWWZWG00SfTtHm3mcHBQcwvFFFaIy9zYrqEPXv3bZFVq2Pfb3KTcblc0IoqAMDUdLhcLostWh+3w5fkhjGBas6Sd1kRgNfbhcmJSQst6hxN0yBwyz2ZDNGezFw+B26xQI4XRMv7r62H7p5uLOSrAmChAPT0DVhsUfvs2rULpaKBwh3z2Mu6gYW5IhFh2Wg0ipA/CI5d23PU7QtijpAcbVEUEQwGsbCwsPTY/Pw8hoeHLbSqfeLxOBShicgUFNtHmjoR9XZeBgiCgKHBXoxPq01fd2vSwF13Wd8jd8eKTEVRUFKLMA0DlVKJiBFfzVBVdfG2aLEl62NiYhIBf3jpvt8Xwq1V2oHYHU3T4Fh2guNh2j601IxMNgdOqFYq8pITuVzOYos6J9jVjVShKs4yJZaIOdJ3wrIs9u3bg8Rc/cIlFdXR0xe2vKq0FSKRCEJrFP3UCPu7EJklp9tET09PnchMJpPo7e210KL2mZqagotb3QHj4ly2jzR1kj9ud1fNgYNHMTa++rXENE2MTRRw1113baFVjdmxIpPjOAiihHJJQ7lYIt6TWZvrm82SO4bRMAzMzs7UicxAINwwgZ4ENE1bGikJLOZkEiwy0+kMHDWRKTqJmCW9GrLigroYaVbL1UJAEtk/chDpWL0nMxnVsW/Pfossao9IJLJmZXmN7kAIUYL65obD4bq50el0mog+rMu5OXoTHn718bEe3oOxG2NbaFH7VCoVsG20XGNZtq1CISs4cOAgbk2uHi6PxXVIomR5ZTmwg0UmACguBWVVhVYsEu/JTKfT4HkO6TS5IjMWi0GSZIjibQ+M1xNAJpNGsUieh1bTNPDL4i48wxAtMjPZDBxSVYxxopPoufKiKEI3qj+OXjGJKvpZTm9vH4rp+uBeMc1gYGDIIovaIzI311LRDwAEvT6kMmliUk6CwWCdtz+TyRDlMTdNE1euXkFYDq/6mpAcwtWrV23dbULXdXBc61KHc9i/an7fvn2Yms2v2pT95oSK/fvtsdDc0SLT5XKhXNweIjOZTGLXrjCSybTVpnTM9PQ0AoutTP79R/8MoLqqDPi7MEtQmKyGpmlY3m1NYFmUCBTLNbLpNBxiVWSyvNP2Cf/NKJfLS5OYOJZpq1mznQiHw8in621XM7C8bUmrRCNRhP2teVs4lkPQ68f8/PwmW7UxeL3epbxl0zSRy+Xg861d4GQXpqenwZosXEKTcDnvAmMytg6ZF9UiBLH1vpeCyNs+rUmSJIS6/JiLNV5wTc1VsGev9aFyYMeLTDe0fAFlTSdyDvNy4vE4BgZ8KJfLRHr9gOpJzeuuXhxTqdvJ5D5fyNYnsdWoejKXhctZBppm75PXamiaBk0rgROrxwkjykgkyBWZqlqEwFW9AAJ3O6eZNFwuF0rF+gpzTTXg8awe4rQT0Vi0ZU8mUM3LjEajm2jRxuHxeJZEZs0zJhI09OPM6TPoU/qavoZhGPQpfTh75uwWWdU+hUIBgtR6pEIQBSKuocPDuzAz1/h6Mhup2KbIbEeLTK/HDTWdgSQ7bd2yoBXi8Ri6uhQEgx7bV/utxtTUNLzelV4NtzuA6emZBu+wN7quw7EshbwaLicj1HcnqVQKkuxaqtR0SC7E4gtrvMu+JBfm4XFWj3m3aNblzpGEJEnQSvUiU9cMIop+CoUCNE2DV2k9ihTyBohpY+RyuZZEZqFQICrv3zAMnHr3FAZdg2u+dlAZxLs/e9e2Lc1yuRxEZ+viXpIlFAoFW6cAAEAo3ItkunEEJpEq2Sb/d13K6oUXXsDnPvc5PPjgg3jmmWdWfd2bb76JX/mVX1nPpjYFj9uDYjINWSHn4F+NaDSCUMiNUMiFGEHJ8cuZm4vA612Zs+T1BIgMl5dKJfDLRKaDZaATkk92J8lkEqJ8WwzwTgWJRMJCi9bHfCwGv1wtBvBLBmJRMoTLnTRaHNu9z1+NaDSKUKCrrRYzYV8Q0QgZnky3241CoYCnnnoKxWKRqKlyly5dAmdw8Ilrh/d9kg+cweHSpUtbYFn7ZLIZyK7WC/t4gQfD2H86m98fQCa78tipVEwUCpptohkdn4mi0SiefPJJPPvss3juuefwve99D6OjoyteF4/H8bd/+7frMnKzcLtcKKUzUBQyK0uXE41GEQ57EA4rxEzFWI5pmojHY/B6GolMPzEhsuXopdId4XIWuk6myEwkEuCk28cJ73QhmSRTZJqmiZnZOfR6q43lezwOTE3ctNiqzmjkbSFlpnQ0GkW4xcryGmF/EFFCPJmKoqBQKCAej6NIWN7/yy++jD2uPS0tABiGwW7Xbrz84stbYFn7ZNJpyEp76XAul4J02t71DTzPo1GP+UrFBMextllodmzFqVOncN9998Hn80GWZTz00EM4efLkitd97Wtfwx/90R+ty8jNQlEUaNkcUSvMRmiahnQ6i64uF7q7PZibIy9/MZfLgWU5CMLKsIbL5UUqlSTiwrmclWMlGdtXLa7GwsICmGVNmR1OF7LptO1DSo2Yn5+HgwXcUvW3GfA7MDE5Tdz+BSzuY3x9exbOwRJRgR2NRhFqELloRsgXJCZSIwjC0njCQqFAjMgcHx/H1OQUBj1rh8prDHmGMDU5hXEb9jROpzNwedu7xisel+1TaJqdr0yzs/6gm0HHIjMWi9XF/MPh8Apv07e//W3cfffdOHbsWOcWbiKyLEMrFKHIZIvMubk5hEJecByL3l4vZmfJy1+Mx+PwuL0Nn3M4eIiCZPuV5Z3opVJdM3YHy0AjVGTGF+o9mZyDB8txyOfzFlrVGVeuXMGe0O1CAI+TgyJyRPZjVVUVvFAvMh2C/UN9ABCNRNr2ZAY8PmRyWSJENIClPEySROYPvv8D7Pftb2kKUw2O5TDiHcEP/+2Hm2hZ+xSLRZiGCUFsr0WZyyPbPh0onU7DJa8UkjzPgOMY2xQvdTw53TCMOle6aZp1969fv45XX30V3/rWtzpO1L58+fKmVn3OzFTFWKFQwPnz5zdtO5vNlStX0NNTPYH19fkwPT2Hc+fOETUj99atWxDF1UMaouTEmTNnEA6v3rPNbsRiUXQva8buYBjk83ki97Wbt8bBh0fqHuMlGe+++y4x7XJqvPPW67j3DpP3BhmcPPljfOITn7TGqA6JxWLg7ujOwnImPvzwQ9v3MZ0Yn8B9Dxxu6z0sy8Lv9uKtt94iouckz1d/nHw+D9M0bX/sRyIR3By7iV/b9Wttv3evby9+PPpjvPTSS+jp6dkE69pnYWEBikdp+1ooe2RcvPiRrfvnXrv2Mfb2r/QTMgwDj4vHO++8s+Hn5hMnTrT9no5FZk9PD86dO7d0f35+vk4AnDx5EvPz8/jSl74EXdcRi8XwO7/zO3j22Wdb3sahQ5s7d9Pj8eD555/H8OBgR1+eXbh+/RoGB6sJ2k6nAI9HxsDAgG0O9FbI5XKQ5dVX+i6XB/39/Th69OgWWrU+zrzzDvjS7ak4PMuAZTki97Uf/n/PQZTqC+RExYPu7m4cP37cIqvaR9M0PP3U/4P/4VC91/xwH4+fjE/ixB982SLLOuPSpUuQlHqVKSkcent7bb+ffetfvoWQr32h2BMMIxgM4t57790EqzaWt956C9FoFMViEffcc4+tfxPTNPGf/6//jEOBQ215MWtwLIe7A3fj/Z+/j6/91dds4eS4ePEivP72C2DcPhfYAm/r3+vFF36Igb7GInhoQILT6bSF/R2Hy++//36cPn0aiUQCxWIRr776Kh544IGl5x9//HG88sor+NGPfoSnnnoK4XC4LYG5FdR6lpHeI3Ni4hYGB2+frAcGApiYmLDQovbJ5XIQhNXbroiCRNysbF3XwN3hydTL5SbvsC+pZBK8s15kcpJCXEP2CxcuYDAgQhHrT317Qzzi8Tgx+X41crkcBKn+Yu4QDdsfK8ViEaWSCq+rfQHQ5fUT8zt5vdXFTD6ft02172q8//77SMVTGPZ23l9xl3cXkvEk3n///Q20rHMSiUTb+ZgA4Pa6bB0uL5VKmJmNYaC3cWumoX4W169/vMVWNaZjkdnd3Y0nnngCjz76KL7whS/g4YcfxtGjR/HYY4/h4sWLG2njplETmSQ1yL0TwzAwMTGFoaEg/vqvnwcADA/7cOsWWdWyxWIRvGP10ITDIRDXMLus63U5mRzDoFwhT2Tqug61WIRDumMxJsiIL5DVK/Nnb72OewdWelg4lsHxAQHv/uwdC6zqnFwuB4dYn5fFSyYyGXvnL8diMXT5gx15u7q8AcQI6TZRE5mFQsHWIrNcLuPZ7zyLw/7DYJnOq5JZhsVh/2F895nvomyDBXUikYDsbr97jOJRkLBx94zLly9jeFCBIDT+rQ7sk/HRRx/ZophxXTXujzzyCF588UW88soreOyxxwAATz/9NI4cOVL3uoGBAbz++uvr2dSmUMuXqd2SyNzcHBRFhNstYW6uemHZtasLY2PXLbasPYrFIhxNRSZPnMjU9XJ94Q/DoFwmb3xhIpGApLjB3HHx4Z1uRKNkjPgDqvlZo2M3cbS/scf8k8M83n7rDaJGTGazGTik+guJILHIZO0vMkNtFv3UIKlXJimezNd++hokU0KPa/0pVj2uHoiGiNdee20DLFsfqXQKSociM5vJrv1Cizh/7izuHlk92zEU5CFLDG7etN7ZZI9GShZRS+p1ODpOTbWca9euYe/e+s7+u3d3YXJympgKTAAolytgudXzgFiGtcXKuB3KZX1FdXmZIAFTY2FhAWKDqSyC7EYsTo7IfOvNN3B8UITgaOw96/Px8IgmPvrooy22rHMy2TQEqf40LjhZZDL2br8yPz+PLo+/o/d2ETS/vFZdns/nbTvxJ5/P4/kfPY/D/vaKsJpxyH8Izz/3/NLEI6tIp1OQXe2nw8mKE9ls1jZtgJajaRo+uHABxw41TwM4dreIM6ff3SKrVmdHi8xaDzOSPZnXrn2MkZH6CjJJ4tHbG7DFKqZVKpVK0zANw7JEeZgAQC+X4bgjJ7NcqdjyxNWMaDQKh7zSCyMoHiwQcrHXdR1vvvE67t/d/Fj/1DCLn5x8aYusWj/pTAqic6XIzObs64UBgFgHPTJrBL1+JJJJIs4HtR7MlUrFtqM+X3rhJfTIPfBKjVvIdYJP8qFH7sGLL7y4Yf9nJ+TyeUhy+9+7g3eAZe3Zb/bChQvo75Xg8zR3jt17VMHZ985Y7pyhIhONR7ORgGEY+PjjKzhwoHfFc3fdFcalS2TkxraECVtUK7ZDpVIBt8xmlmHAMAwRF8flzM7NgZFWejIdThdUVSUijeG9995Dj4dF9xon5mMDEqampogZY5rJZCDcITJFJ4ts1t6FP7FoDEFvZ55M3sHDrdi7MKOGLFdDtU6n05bnr2w2izfeeAMH/Qc3/P8+4D+AN15/A9msdQseVVVX7ZF5/p0P6m7vRBQF2/SaXM7bb7+GTx5bu7VSKMgjFOAtr5EhU11tEDWRyTUJ09qZ8fFxKIqIYHBlGObQoV589NEFC6zqDI7jYJpNJhiAjHnMyymX63MyAcDBkRf2n5yahuheKQgYhoHi9dtekJmmiVdPvohP71r7OHdwDH5xF4+fvLpyepkdyWQyEOU7RKbMIpe1d5P8hYUFdHUoMgEg6PNjgYCiM7sXl7780ssYcA9A5jd+tLLCK+h39+PHL/94w//vVtE0DQ6+8cLyzE9/Xnd7J7zA226oQTKZxNjYTRw92FrF/CeOCXj7LWtzY8m6am8wtZUlaeKlxvvvn8fRo30Nn9uzJ4REIoF4PL7FVnWGw8HBMFb38BlGhbjFgN5IZLIccSJzdnYWUoOZ8gAgugOYnrb3GNObN28il07iQG9rjZU/tVvE2TNnLM8na4VsJgdJWRku10q6bUeYGoaBRDKJgMfX8f8RdPuIOLfV8v3tmPdfKpXw5ptvYsQ7svaLO2S/dz/eeOMNy8SaaZirepB1Ta+7vROGYWyX2nT69GkcOehatar8To4dcuHK1WuWtjQjU11RYJomzp17D8ePDzR8nuNYHDkyUNcw384IgtC0vU+lUrH19IVGlMuVupxMAHCwrG0v/o3I5XJQi0XwDXIyAYBV/Lg1bu+erK+9ehL37eLBthiu9Dg5jHSLePdd65Pmm6GqKnS9vCJczjAMFI9o23ByJpOBKAgQ+M6PZ7/bS4TItGOIvMaZM2fQ5eyCS9i8giSX4ELQGcSZM2c2bRvNYJjOZ3ibNkzROn3qLZw42nqOqVNicXBEwXvvvbeJVjVnR4tMu+1A7TA1NQVdL2HXrtXHRn3iE0N4773TW2hV54iiiHIT8WUYZeJEpl6pNPBkkhUuHx8fhysQXvVYcfrCGB2zb4FZPp/HBxcu4JPD7YUr7xvm8MZrr9jOk7Gc+fl5uL1Sw99G8fC2bVieSqXg96yvyMTn8iCVsP8ggFqfQjvuR2+/+TaGlKFN386wMox33rSm/6woSijrnZ1vtZJmqzSHaDSKVDqFvcPtFTIdu1vEz9+zbsG8o0Vm7cC34wlgLc6cOYMTJ4aaCuW77urB/Py8bS82y5EkCRVj9ZNBuazb6oBvhdVyMknyZI6OjcHhXn0hI/lCmJudsa1wPnv2LEZ6pBUTftZiT4hHqZC39eSsmZkZuAONw7CKv/q8HUkmk/C51i8ySZg2VTvW7XbM53I5TE9Po1vpbut91xau1d22QrfSjcnpSUtCtpIkQiu1XyFumiZKpZKtOgKcP38Ohw/IYNn2nGMH9jlxa9ya7x/Y4SLTzqvMZpimibNnT+GTn2w+/ovjWNxzzxDOnLG/N1OSJJTLq58M9LJmqwN+LUzTrHoy7zgh8CxjuwtOM65cvQbJv/qFiOMFyB4fJicnt9Cq1jnzs7dwb3/7pzmWYXDPAIdT7/5sE6zaGMYnxqEEGhfLuYIMbo6PbrFFrZFKpeBR1hei9SpupFL27gUKYCmv125VyleuXEHYHYaDbS9X9HL8ct1tKzhYB7rd3bhy5Upb29oIvF4v8tn2c6u1kgaWYW3l2Lj40Xkc3Nd+NE8QWOweUlA86HsAACAASURBVCz5/gEqMutuSWFsbAyCwKK/f+3qzGrI3Jp8mHaQJAmVJjmZZV0nSmSWy2VwLLsiD5CknEzDMDB+6ybkQPMpIKKvG9ev22/CVCaTwdTMLPZ3d5ZmcaSPx/vn3rPtIvTatcvw9zXu+xno4zE2ak+Rmcvl4JJWr2b+6c/fqbtthOJUkM/bu4IewJL3qFwu26rn4vj4ODxc+xOIyovRpnKTqFMj3JzbkqhAwB9ELt2+By+XzsPr89ompU7Xddy8OYl9u9pvLA8AI7tZXL784QZb1Ro7WmTW+hWS1rfw7NnTuPfewZYOgL17w8jlsrYNndUQRRF6eXXxRZonU9M08NzKw4tnGFtdbJoxPT0NXpLhaCIIAEDwdePSx1e3yKrWuXTpEvZ2S+C5zi4UvV4HKrqGSCSywZatn2KxiJnpOfh7GotMd8CBQqFgyzY/2UwWSpN96sVTr9XdNsLllJHN27sXKIClkL7bbS/P6/TENDzC1o259ApeTI1Pbdn2anR3dyOTaL9PZ2ohjXA4tPYLt4ipqSl0BZ2QpM4k265BCWNjNzbYqtagIhOwbT5ZI0zTxPvvn8c99wy29HqWZXD8+CDef//9TbZsfVQLf5qEy3WNqMIfXdfBN2i55CBIZF67dg2Sf2Wj/ztRuvowNnrDdh6/qx9fwh5/5zYxDIM9IR5Xr9pPQF++fBnBPif4VVqZMAyD7l0SLlywX6/cQqEAp7j6grG0eB4oNTkfSIIITdNsH4Wqjb/0eu1VDV8oFCBwW3c+5VnekpZgvb29SM63L+6T80n09fVvgkWdcevWLQz0dd4Gq79HQCQSt+Tas6NFZk1ckiQyqx5JA319rfeYO3KkDx9+eH7zjNoAeJ5vGi6vlMmqLtd1HTy7UmSSlJP58dVrEHxrFwbwThcYzoFoNLoFVrXO+K0xDAXWNzJ20Gti/Kb9ws5n3juF0O7mHtrwHhanz9ovp1TTNAiO9f0uDMOAd/C2X7DVvOB+v99Wx4emaeCYres77GAdlvxWAwMDmI/E214AJ2JJDA605sjZCmZnJtET6lyu8TyLgF+ypAh4R4tMu1b+NePKlSs4cKCnrVyRffvCmJqasd30guXwPI9Kk2bslUrFlg2NV2O1cLkD5OxvY2NjkAOtVZ/KgR7cuGFNOKYRhmEgEltAt2d9F9JujwPTU/aqMC8Wi7j40UX072+en9W9S8L01IztQua6pkHg1ycyAUDg7S8ya2lKwWDQVkMLnE4ndGPrzkNaRYNT7iyfcD14PB6IoohMsr2Q+fxMHLt27docozpgbm4a4a71HTPhoIC5ubkNsqh1drTIrJ2gSLnoA8CNG1exd+/qLWUaIQgODAx04eZN+/YzBFDtfrvaU1h9coMdqXoyyc3JzGazKBaLEFytecw5VxA3b93aZKtaJ5/Pw8ExkPj1neL8ModkKr1BVm0MZ8+eQWhQguhs/tk4B4O+/SLeeeftLbKsNSqVyoZMWeM4ztb59IVCYanwJxwO26odls/vQ7G8dRXvakWFz9f5hKf1sGvXLkSmW/cil1QN6WQGfX2Np+lZQSKRhN+7PieLz8tYMqBhR4vMmri0s4fvTqanpzEw0P7M374+r61W0g1pIiIZ2G/EVzN0XV/RvggAHIxJxKJmcnISLn+oZWHv9IUwdnN8c41qg2w2C5e0fm+ZIjLI5e3TfsY0Tfzkp69g8FBrF5zhwyJef/M1W4kxlmGarSdbxjTtvfAcHx9HT0+1M0N3dzemp6dtk0M6MDSArN5+QUynZPQMBoetCT+P7BtBZLJ1kRmdjmJgaMBWkbNUKguvZ332eN1AIrH1ecE7WmTWxGVJI0NkmqaJWCyO7u72qwLDYQXR6Na7yltF13VwDXIYa3AcWTO/dV1f0YgdAHiQ4Tmfm5uDQ2nd8yC4/ZiP2SfnTNd1ODqsKl8OzzEol+0j0MbGxpDNpxFucYKRN8RDUmCrAiCGZWGa6xdbhmFsiEd0s7h58+aSyJRlGbIsWxKubMTIyAiS+tY1s0/pKezbt2/LtreckZERRCdbz0Wcm4hg/779m2hRe2iaBr1cgSSu73zmUjhks1vf4cC+R+gWUBOZRZUMkamqKjiOhSC0v6JxuyVks5lNsGpjUFUVfJNZxoIgQlXVLbRofWiaBr6RJxNkeDLnIlGwUusNsx2iE7qu26rpNDl+79Y5+cpLGDrCt+XBGzrqwI9PvriJVrUHz/PQmxT5tYpeLoPfgNzOzeLGjRt1Idf+/n6M2qR36e7du5EupqGWN/+cqpZVpItp7N69e9O31Yhdu3ZhPhqHrrV23o1MxTAyMrLJVrVOPp+HIgvr9trLThY5CzQAFZkAMeKlVCpBEDo7qYqiw9ZpAYVCATy/undGEEQimi/XaDRSEqi2MCJBZKbSaTjE5v0xl8MwDESnjGx260JwzXA6nSjpzb1lb10v1N02QtVNSKI9uhqkUilcvHgJQ3e3V0DRt0/CXGTWNr1yRUlCaZ15yYZpQNPtNVt6OaZpYnR0FAMDA0uP9fX14dq11scxbiaCIODQ3Ycwk938fWImO4PDhw5b1h1EFEX09fUhOr22N9M0TMxNRmwlMovFIiRp/Z0AJJG1ROvseJHJchzUEhkik2VZGEZn/hnDMNueebqVJBIJOCVl1eedsouIWcU1yuUyGp0WOIZBmYDCn1wuD66J6G+EQ5BssxBwuVzIFbWmebw/+Thfd9uIvGZAke0xBODNt95A/34nhDYbMrMcg8G7Rfzkp69skmXtIUki1HWmKGm6Dt7B2zZcHolEwPM8PJ7bqU2Dg4O26sDw6f/waUwXNz9Pf7o4jfs/c/+mb6cZI/tGMDe1djrPQiwBl0up+92sRlVViML6RaYosigWqcjcUlRVhaDIKBLiyZQkCaVS8wvnaqiqDkna+hYSrbKwsACn7F71eafksl0rlmZUKhU0SgnkGIaI3NKKUQHavIAzDGObAhOn0wmO5VDQVj9WSmWz7rYRyXwFXcHAhtvXLoZh4M233sDQ4c68QcOHJZw5c9YWnQ0Ulwt5dX2NuQtqEYrSuqd9q7l+/XqdFxMAurq6kM1mkU7bo1vB8ePHUawUkVI3L08vpaagGiqOHz++adtohZGREcSm5td83dxkBHv3WpM7uhrVCGZzB9Gb76bqbhsh8NZ0NtnRIrNUKsHhdEK1QN13giAIEAQe+Xz7XoB0ugifz/qL5WpMT8/A61ndPo8ngJmZ2S20aH38/+y9Z3Ak53nv++/ck2cwyHmxi0XaxF1mihTFtKTEbMvlsqtUp65KLoc6da9u2f5gVTl88i2VdVRll+1zpCv7yrZkUUeBSRQzRVObs5bYhEUahBkMBpNjT4f7AQQNYCf09HSCV78vXeQAb7876H7f533C/5EkCSRuXRgoApBtYojVgqYooMFKWEWRbVORSRAE2lpbEMs2913HshLaO62XMrl+/TpIWoKvTdv36/BQCHSytuj85fV6kS00Z2Rm8jm4XdUPpVZz48YN9PRs7RhDkiR6e3ttk5dJURQeefQRzGSMk7abTk/jc498DlSF7mdmMjQ0hBUVMkarSzHssZmRKQgCGLq2kfnWLxJbrpVgGAKCBalat7WRWSgUwLgcts5V3E5bWyui0cbz3lZXc2hvVyesbQVLS0toCVTvFdvib0MoFDJxRs0hyzLICqUnJAhIO8CT6XQ4IYmNvReiYK/+8n39/QinmvuuwxkCfQPWFCxs5uSp4+gcJptK/u8aJnH8xEc6zkobHo8H2SY9mdlCDh6P+sI0s9mej7lBd3e3rULmjz72KBYziyiU9S/Yy5fzWMou4bHHH9N97EZpbW1FWRCRy9R+7lbD9hJhB9ZTrxim9ntf+iRiU6oRuWFoAmLZfAfHbW1k5gsFsC7njjIyu7t7EA43Ht4Ih+0lLruZRCIBsVyGy1U9DyYQaMPKSsQW4T41yLJc0SAgCOwIvc9gSwBiA4aAoigo5rOWCS5XYmDXHiylm/uul9MKBgYGdJqRNhRFwfnz59G9pzkDvnMXj2vXbli+3nm9XmTy2abGSOey8NnoWdtMLpdDMplEW9uth2Y7VZgD6wb/A/c/gKmU/obvzdRNPHD/A3C7rT8MEASBnr4exCLVU65kWUYsslbxcGAlesmx0RSBsgVybLe9kck4HRB2SOEPAAwM7EIo1JiRKUkylpfj6O/vN2hWzXH9+nV0dvXX9NIwDItgSztmbdRVphaKolQIlgMEoItGoNG0t7dBLqo3BMRSAQzD2MqTuXv3biwktBuZZUnBSrJguZG5vLwMgpLhDlQPlU+dy265VoJ1kAi08ZYbOX6/H6lsc1Iq6VwG/oA9jczZ2Vl0dXVVLErq6urCwsKCbUTZAeDzT38ec6k5lBqMXNSiKBYxl5rDF575gm5jNktPdw/i0eodbzLJDFxuFxwOe9UuSJIEPbINKNqanPnb2sgsFAtgnE4IpZ3hHQPWc0vm5xtrDbW0lEBra4utDIDNXL16Fa3B+l7WtrYeXL16zYQZNU91I5PQrBBgJj09PRCz6qv5S5k4Ojq7DJxR4wwMDCCWKaFQR8qoGqF4Gd2dHZZJr2xw9epVBHtrS5ddP5ndcq2Gvxu4cmVSt7lpwe/3I5XJNOXRT+UztvKab2Z2dhYdHZVTk3ieh9vtxvKyffLLg8Eg7rr7Lkwl9fNm3kzexN13342WFvvUAfR09yC1Vv1wk1hNoqPTfilloiiC0sFSo0hrGkvc1kZmsVgC4+AhiaKtTpa1GBwcRDgchyCozzWbmYnZrmJuA0VRcOnSr9DbXT/vrbtr0FadS+pRaQtd78Fu+lQapre3F9lkTLUhUEzGMDhgL085TdMY7O/FXExbsvv0qoix8X06z6pxpqavwddR+6ERy8qWazUCXTSmpq3VauQ4DiRFNiVjlMnn4PP5dJyVftQyMgGgs7PTVn3MAeDZ557FTGoGgtS8w0WQBMykZvDMc8/oMDP9CAaDyKaqy5VlUlm0tVavC7AKURR18WRuONbNtnVubyOzVATFMqAZxvI8JbWwLIueni7Mz6uX85mdjWOPjdpkbWZ5eRmyrMDvb637s50dfQiHl5FO27dz0Qa1Qv927re8gdfrhdPphKDSmyllVrF32H4HmbF9BzEd03Z6n0kQGJuw3sicn5uDv02fzja+NgaLC0uW5wV7PV6kc9rzMtP5jG2NzIWFhZpGZltbm+2MzLa2Nhw8eBDTyemmx5pOTuPQoUMVc1KtJBgMIpOsXjSbSWYRbAmaOCN1rLdPbf59JQgCFEmaLqF3WxuZpVIJFLOzjEwA2L17GHNz6hvdz87GLOsbW48zZ86gr3ePKsOLomj09OzChQsXTJhZcxAEsePbGu7ZvRv5tUjdn1MUBbm1CHbv3m3CrBpjYmIfbsYa/0sIooKFWAF791p7OJMkCaurcXiC+khD8S4SkixZ3pnJ5/UindM+h3QuayvB7A1KpRKSySSCwerGSnt7OxYWFkyclTqeff5ZzKRn1jVyNSLJEmbS9vNiAutFToVc9Sr6Ur5oy2dKkqRGJYurQpCE6QfMpqb+2muv4fOf/zyeeOIJfO9737vl83fffRfPPfccnn32WfzhH/6hbURoNxBKJZAMDYrdWUbm0NAezM2pK/7JZkvIZAro6rJXvtwGp06dxkD/iOqf7+/di5MnTxk4I30gCKJivFwGQJLWasapZWJ8DEKyvrZcOZ8BSaCm98YqhoaGEM+WkS02FiKaiQkY6Ou2PI85FovB6eZA1dHJUwtBEPC18IhE6h8ejMTdpCB7Np+Dx2M/nczl5WUEg8GanYja2tps0+JzMz09Pejr70MorV0qLpQOoX+g/xaNUDvgdrtRyFcv8i0WBLhc1bvOWYUsy9CrWR9Fml/8o9nIXFlZwTe/+U18//vfx8svv4yXXnppS9ViNpvFX/7lX+Jb3/oWXn31VYyMjODv/u7vdJm0XgiCAJKmQTHMjulfDqznZYZC6sLlCwtr6O/vtWX7teXlZWQyWXS0q1+Q+np3Y2ZmxnJPTD2qeTIVZWeEywFgZGQEhXi47s/l15axZ3jYlv8uiqIwsncPpqKN5ZpNRSXsO3jYoFmpZ2VlBR6/PqHyDZw+Eisr9Q8PRrJuZGrTZpQVGfliAU6n/Tr+LC0t1Q0Te71elEolZLPNyTgZwVNfeApzuTnNvz+Xm8NTX3hKvwnpCMuyEEWxqidPLIuWHyoroSgKCL08mcQO8mQeP34c9957L/x+P5xOJ44ePYo333zz08/L5TL+4i/+4lPvxsjICMLh+huWmZRLAq69+hYoht4x+ovAeuJ4Op1DsVi/oGFpKYn+fmslWKpx4sQJDA6MNGScMAyLvt4hnDlzxsCZNc+6kXnry7xe+GM/Y6wSXV1dkMoCyoXa/ciF5Ar2jY+ZNKvG2X/oCKYaDJlPxRTs33/AoBmpJxqNgtc59ZD3yoisWOvJdLndyGns+lMslcAyrG26S21mcXGxbkU1QRBoa2uzVYX5Bvv374egCJpaTSaKCQiKgH37rM9jrgRBEKAoClKVCmtJlGz5TFVTKtHCjjIyo9HolhNbe3v7ltNxIBDA448/DmC9R/i3vvUtPPaY9cr/mymXyygmUyDpnRUuJ0kSHR3tiETqpx+Ewxn09PSZMKvGUBQFx4+fwK7Bxo2Twf5RHDt23IBZ6UvVV3mHGJkkSWJo9x7k63gzi4kVy3MXazExMYEbK4LqxTVVkJDKi7bo/BFZWYbDq++m4PJTiESsDdfyDh6lsraDfaksgOc4nWekD0tLS2htrV/E2NraasuQOUmS+MyDn0Eo03jIfCGzgM88+BlbRs02qGVkKbJi67nvVDSb7ds7mihKZQ9NJpPBH/3RH2F0dBQvvPBCQ/eYnJw0LIwtSdJ/PmwkgcnJyR1laDocDqyuZjA4WHtBi0RSaG9P4dy5cybNTB2RSASiKKE12Nnw7/b0DOGj42/ggw8+sGWiNgCEQqGqUhFra2u2+3tUw+N2IhqLwtdTuXBMKpeQzyQRjUYRi6kvRjMTRVEAgkQ0I6HDW3/Jm4oK6O7utEWB2dTN6+iY0Ne74vJRuHJ+3tJnMBaLgdMYPCoJJZAkact3aH5+Hg888EDdnwsGg7h48aIt1y+P14PF7CL2t+5XHXVRFAWL2UUc8h6y5d9lA7lGIwxJknDjxg0UCvq32GyGpaUl8DpUlwPrdtulS5c0pwUcOXKk4d/RvHp1dnbi7Nmzn/736uoq2tvbt/xMNBrFl7/8Zdx77734sz/7s4bvMTExoXV6dclms2A5FqVCETTPobe3V9MXaBXT0zcRi9VPP0gmC3jggQdsJyfx3e/+C3YPTWgKHVMUhaFdY8hms/jc5z5nwOyaJ5fLIX25spESDAZ3zLPGcRxu/NsPqn5eTMbQ3dOHu+66y8RZNc6vLp7HjZVfqTIyb8aA+x/8rC3+Rj946Xtw+/UtFHP7aWTSCRw+fNiy1I1UKoXZX2nT6xTEMlwuly3+PpsplUooFAqqROJbW1uxuLhou38DsG4wvvnGm0gLafg4dbka6VIaNEvj6NGjtk4HquWtZFgGQ0NDOHDA+jSZzaysrCC6pF8TksOHD5va1Uizb/j+++/HiRMnEI/HUSgU8Pbbb+Ohhx769HNJkvD7v//7eOqpp/C1r33Ndg9esVgEzax38iBo2nanl3q0tASRTNb28sqyglTKXv2kgfVn48zp0xgaHNc8xq7BMVuHzGVZBlEhk4YAAWWHCP8D66Ls+WT1IrNieg0DNhNhr8TE/oOYjtdfgxRFwVTUHnllsiwjHk/C5dfXk8k6SIBQLC2eoyhKs1SOJMu2zJ3bCJWrCbnaNScTWA8pj4+PI5qLqv6daD6K8Ylx2+3zm9mIXpJV2udQNIVyWVvjBiOhKApNqEptQbIgJUDz3To6OvDVr34VX/rSl/D888/j6aefxoEDB/CVr3wFly9fxvvvv48rV67grbfewnPPPYfnnnsOX/va1/Sce1MUi+tC7ABA0NSOqi4HAJ/Ph3S6dng/lyuB5zkwjL7Vqc1y5coVuN0+eL0BzWN0tPcil8vbUm8OWDdWKr1cBAHLhbAbYV3wWoFYWj+ExaYubrlK+RT6e+0nV7KdsbExzESLkOq09FzNSKBp1haef73lizbja+EtrTCnaRqSxsOWKImg9GiBojOLi4uq8jGBdc3Gcrls28YS4/vGkRBvbcRA0zQIgrjFyE+ICYxPaHcamIEgCGAYpqohTNu0AJhhGJSl5tcARVEgipLp9kBTx8FnnnkGzzyzVXT129/+NoD1KrVr1+zbZ7pQKIDm1j2ZJMsgn9eu2WYFbrcb+XztFyKXK8Http/u1/HjJxrSxqwEQRAYHBjBiRMn0ddnv8KmdU/mrQYNCUCSzO240AwEQcAfCKJcyIDmHFi9vl7Vv3r9DFqHD0Eu5WxhkNXD6/Ui4PdiOSmir6X6Iju9Wsbo2KgtPDKRSER3+aINnD4SkUgEw8PDhoxfj2Y8mbIsg7Kh1uzCwoJqI5MgCLS3t2NpacmWeZkDAwNIlW4tLJUkCX/6p3+Kr3/961v+f7KUtEWhXC2KxSI4nq36OcvZU8qQZVmIOjhYRVEBRZI7x5O508nn858amRTHIpOvLdNiN1wuF3K52p7MfF6wnZacKIq4ePECBgdGmx5r18AoTp86bUvPoCiKqOSAognC9LZezeL3+yF+Ijcjf7LabVzFYt526RjVGBmbwEydPuYzCWBswh45WdFoFA6DOifyXhkrFsoYNSOlsq4baP0hYDsLCwu31CXUYiMv0450dXUhU8jcchCgKApf//rXt3iSRVlEtpBFZ2fjRZxmks/nwfLVVQkYjrFl2hzHcSgJze9xJUEB76huZBvFbWtk5nI5kJ/kZNIsh2zGfsK4teB5vq5OZrFYhsNhL3HZyclJBPytcLma79YRDHaiLIoIhbR3qDCKcrlcMUxAkyTKgv3yfmrhdrsglSsfaEShaMsuGZUYGR3HfLL2kjcXK1vm3dvOykoYvMeYA5TLRyK8Yl1OYLNGph2lZtQIsW+mtbXVlmsXsB4W97q9yItbI3wbYuabD8qFcgFej9eWebKbyefz4B3VjUzOwdpSIN/hcKBYan4dKBRlS6S/7PemmkQ2mwX5ieucdnDIZO3dQWY7HMdBqGOsCIIIzmZ6cmfPnkNvFTmcRiEIAv29w7aUzBAEoaKRyRAEhB0klQWsh2tkubL3VRJF2+X8VmPPnj2Yi5WqGjfJvARRtk97zFh8FQ63MWFh3k0hkVDXNcwICIKArNHIlKvI5VlJOp1GuVxuqNVle3u7bT2ZwHoEI1+un0aWF/MI+LXn15tFLpcDV8vI5Dlkc/YzMt1uN/KF5it/CkUJLpd5VeUb3LZGZiqdBvmJAcY4eFueYGrBMAzK5dph13JZAsOY7x6vhizLuHjxIvr6ahuZlydPb7nWord3N86dPa/L/PSkmMuBo27dCDmKQLFkv7yfWqz3Ya9mENgvVaEawWAQBEkima9ccBKKl7FrcMA2BkwqlQTnMmaJ5l0Ukknrik4oiqqpWViL9ZxMe21dS0tLaG9vb+jZ2agwt2O6DwB4fV4IUv1CGEESbJlXup1cLgfeWT2yx7vsaQe4XC7k8s2nWOXyMlxutw4zagx7vakmkkwlQX8SSqZ53va9sLdD0zTEKu2xNhBFe0l9LCwsgKZZ+Ly1265duHhsy7UWHe29WIvHkEw23gbNSAr5HPgKGyFHkigWdpaRWSoJIKnKzxFJM7aU/agEQRDYNTiAhUTl+S4mZQwNN1eQpif5fAEMZ8wSzXCEpc8hSZJVmxXUQ1Zk24XL1Xb62YzD4QDLsojH4wbNqjmcTifKUv13W5AEOJzme8gaJZvN1vRkOpy8LT2ZXq8X2Zz6jmXVyOUleD3mHwbs9aaaSDyRAOtaL4phnE4UcnnNi54VUBQFSao9X0mSQdqoCnNychJdnfU1FUVR2HKtBUmS6OoawJUrV5qen54UcnlwFTZCniJRsGEFYy0KhTxIunJInKbtmSxfjYGhYSylKh/OljMEBgd3mTyj6gglATRjjFeVZom66TZGQtM0JElbCFAURdA2S9FYWlqq27O8EnZtLwms5/2LSn0PmqRImjvImEkmkwFXo/CFd/LI2dCTuZHy1mzxTzYrNSUbqJXb1shMJJJgPjEySYoEx/NIper3ArcLahLn1xPk7RH6A4DLlz9GZ8eA7uN2tPXh448ndR+3GbLZDJz0rQa+g6KQ22FGZjKZAs1XLu6hedeOem/6+wewkq188AonBfT320dYfr2K2pix11MgjBlbDevaf9pCgGXJfnnAi4uLmqS8gsGgbUXZSYpU5T2rJXBuJzLZDBy1wuUODtmsPVVmvB4Xcrnm8jIzOQVe36+NTNNIJZOfejIBgPe4bRu2qIRd8sbUoigK5uZm0d7erfvY7e09mJ6e0X3cZsjmcnBWWHgdFImSIGj24lhBKpkAU8XIpDjnjnpvenp6EEnd6sHLCzKEsqzJG2UYtVJhm2S9n7sxY6uBYRgIGtMsymIZLGufXHNgXdM0GAw2/Ht2NjIJgoCi4iSiwH6FWJWoFy7nnTzyOXvqZbs9LmSaNDJzBaKhwjS9uC2NzFKpBKFUArMpj4T1uLG2Zl21ZaPIsrzFS/nuu1e2XAGAJAnIdTqcmEU0GgVDs3A69E88bgm0IR6P2Spsm8vn4argySQJAg6WQS5nzxPzdgqFAkrFIugqfzfC4cVyOGzyrLTT3t6OVK6EsrT1vYhmJHS0B221WbIsC0k05v2VygoYxrp8bYfDgaKgTWWhUCqBN7H3cj1yuRwEQdC0gQeDQduGy2VJBqnClU4S2vNrzSSby9b0ZDIsA1mWbdn1x+1yI19o7jvOFxS4f134Yw6xWAwun3fLhkK5nVhdXbVwVo0hiuKW5PfXX7+05QoAFEXaprvM8vIyXYG/XAAAIABJREFUWlrUCxU3AklS8PuDlrbJ24yiKMjkC3BXMDIBwM2yO6bQLBwOw+kLVDW+OLcfoQV7bpKVoCgKwYAP8W1egVhWRGdnl0WzqgzHcRB1EGGuhFhWwHHWeQOdTicKxcqHwmqtCzcolIpwuuzTZEJLZfkGdq4wF0URhAp3NwECYh2lEztQr7qcIAg4XA5bOgD0kDHKF2RLNI1vSyNzdXUVnGerRc94XAhb2AGjUUqlEjiO2fTf4pYrALAsDUGjt0BvVlZW4HIZ1L4EgNfjt42RWSgUQJMEmCoVsG6Gtm3P4u2EQiGw3uphQN7XisVFe/aPr0Zra/AWIzORk9HWqX8qRzM4nQ6US8Z4iMolxdJGDS6XC/lCvqJxtdG6sFpKSd5mDQAWFxerhspPnTq15bodl8sFiqKQSNzaJ9xqhJKgqn0nRVK29P5tJ1/HyAQAh4O3ZYtpnndCaPLAKQiyJQVat6WRubKyAtq71cjkfV6EI/YwUtRQLBbB12iRBQA8b5/K31hsDU6ncfkgDofHNukO6XQarho5Y26K3DHFMtOzc6Bd1fMUGacHpVJxxxjNABBsbUMiv9WASZYoBIONSdAYjcvlRlmHTh+VKJdkS72BNE2DZTnkK2jGVmpduJlMIWcrXcaZmZmqAv4fffTRlmslOjs7MT8/b8jcmqEklEAT9VMqKIKCUNoJRma+Zk4mAHA21cxmOQ5CubkDp1CWLcllvi2NzKVwGKx3q8HD+7xYjUYtmlHjpNNpeDy1TyUeD4902h5h2Xw+D441rvsQw3C2OYGm02l42OrVry4SOyZcfvPmNByB6mkOBEHAE+zEzIy9Cq9qEQi2IVPcarxlSkAgYK+uJW6Xx0BPpgyXy/z8rM34fD6kc7e+B5VaF24mncvA5zMuKtIos7Oz6OqqnGqx4eGr5enr6OjA9PS0IXNrBrWeTJqkUbJJxKwakiRBEMp1U0R4p332kc2QBNm0GoSiwBJ92dvSyAxHwuB9W0/CnMeNXDazI9z+ABCPx+H31/ZE+P1OxOP2ECkvFAqgDew+xNCsbby26XS6aj4mALiJdXUDuyMIAlajEfD+2tIstKcVN2/eNGlWzePz+ZEtb136MiXZVoYLALicRnoyFTgc1uY1+rxepCoYmfVIZe1jZOZyOcRisaZakfb29uL69es6zkofSqUSKEJFuJygUCra28jM5/PgeA5EHUk/zsHZ0pMpK7IuahBWFGjdlkbmysoK+MDWRYogSbh8PkR3iDczEomgvb12XpLbzUFRZFt4zUiShGJgpbui2Ed4Pp1Ow12jCMBNU0gl7C/7Mzc3B5c/WLXbzwZ8oAPXbkyZNKvmcbvdKIhb/z75kmSrPD8AYFnOuOpyUQHPWSugHQgEkMw0ljaiKApSmbRtvM7Xrl1Db29v1dC+Gnp7exEKhVAq2ctQE8oCaFJFuJykbN/1K5vNwqGibzfnYG1pZJZKRXBsc+Yax1qTO3vbGZmCICCXydxS+AMAvN+HSGRnFP/Mz8+gp8df82cIgkBvb9AW+T4MzRha6S5JEtgaIWozyWQycBLVjQMXRSG7A3IYb968CdZbXxHAEehAaH5uR8iYAJ9UNm/bEwslEU6nfSqWgXUJI0UyRlJJlhTLBc1bgkEkMo29B7lCHizLftoFxWouXryIXbua6xLFcRy6u7sxOWmvhhJloaxKwogi7G9k5nI5VYVudvVk5nNZ8E22mHXwpCWpALedkRmNRuHy+UBUyE2gve4dYWQqioKbN6exa1f9QoVdu1owNWW9l8ntcaMkGNfpRijbp+I0k0rBSVU3Dlw0hawNvMv1uHZjCqy/vpFJcw4wvBPhHaKXyXEcyts8hEJZso3hshn7qHbqT0uwBYlsY57MRDaFgL/24dosRFHEhQsXMDw83PRYe/bswenTp3WYlX5IkqRaJ1O0iVReNTKZDHhXfSPT4eKRydrPAZBMJuD1NBep87hJJC1I07rtjMyVlRXw/sqViazXg6WI/TfKUCgElqXQ2lo/cX90tBOXL18wYVa1CQZbUCgYd0IsFLO26daSTSXhqhE+c9GkbduXbWZmZgbOFnW5Zg5/x47Jy6RpGuVtqRuSLFfVZbQKSZIMW6EJgrC861QgEEAq39hhK2mjUPmVK1fg9/t1mc/Y2BguXbpkq5C5JKs3MmXJ3lGMdDoNhyoj04FUyn5GZjyehN/b3Prk8yiWKLDclkYmXSFUDnwiYxS2vyfz3Lmz2L+/W5X47/BwOyKRqOU6bK2trcjljXt5c9m0prZuRpDP5+GoYWQ6KKqidIudSCaTEAQBjFOdVAztbcWUDStkK0EQxC3tGgnYr1VrsVQExajLyawnYL4diiFQrCKGbhZ+vx/JBsPlyWwKfpsYmR9++CEmJiZ0GcvtdqOnpwdnz57VZTw9aEQg3o5i8ptJp9OqPJlOtwOptL3k5UqlEjLZPPy+6u+2mve/LUghHDZf0/i2MzLDKytgqhqZHqzFYibPqDFkWcaxYx/hnnsGVf08TVM4fHgAv/zlL42dWB16enqQTBjz3SqKgnhiFT09PYaM3yiFQgF8jXA5R5Io2lxXbm5uDu4W9V1MHP42zMzMGjwrfVAUBdv/WQrst1EW8jnQjLolup6A+XYYlkC+YK1Ui9/vRzrbmCczlc0g0GK9kZlOpzE5OambkQkABw4cwAcffKDbeM1CEqTq3uVWSOM0QjwRh8tTP+fa5XEhbTMN40gkgtYWB6gae4qa97+jjcXy8qIRU6yJvZ8MA1iJroDzVhYFZ90u5LJZWycxf/zxx3A6afT1qQ8NP/DAED788H1Lw2Pt7e3IZtMol/U3rjKZJBwOp20KN4qFIrgaiy5LEhBE0daFMvPz86Dc6p8x3teKaCRieQhWDeVyGcy2BZumSNu995lsGiyvzsivJ2C+HYYnLW+f5/F4kM1nGzLus6W8ph7hevPhhx9idHRU1w4qw8PDiEajWFw03xCoBEmRqv42irIDjMx4HG5v/Zx9t9eFVCptq7U5FAqhu7O2/J+a97+rnUV4OWr6v83eT4YBxGIxcN7KnkyCJOH0uG3TOaYSP//563j00ZGGQnuDg63wejmcO3fOwJnVhqZpdHV3Y21N/65KsbUwBgcHdR9XK0JZAFtj0SUJAjRpP6NmM9Oz82A96tMPSJoB59oZhXP5fB48vfX94VnaNjqrG2SyGTC8uiW6noD5dlieRM7iKlqWZUFRFEoNHDxzxQLcbmtF5GVZxvvvv4/Dhw/rOi5FUTh48CDeffddXcfVCsuwkJT6h0ZRFi3pJNMIa2tr8PjrH05ohgbP87bqyDY/P4uuOvWXat5/nifh8bCmr9G3lZGpKArSyRS4GosU53EjHrenhuHNmzcRiYRx5MhAw7/7xBOjeO21ly09oQ0P70F0dUn3cWOxMPbubb7CUy/KogR60yHgw2hiyxWwp+dsM0tLi+C9jRVSObxB23hhapHJZODatie6HYwt9GQ3k81mwKo0MhuF5UnkctYb1U6HE/kGckPzpYLlEYtLly7B7Xajs7NT97EPHTqEU6dO2eLAw/M8RLn+oUWURVsqM2xmbW0N3oA6D7ivxYuYjdLm5uZuordbn++3t4vD3NycLmOp5bYyMnO5HEiKBFVDT5FxOS0vkqnGT3/6Izz11DjoGt1kqnHgQC8IomypN3Pv3r1Yi+tfvb+6tow9e/boPq5WREkEtamzxDsr8S1XAKBJUrXXyWxEUUQyHgfrbiz3jXD4sLSk/yFCb9bWYvBxWw9bPgdluwhGLpc3zsh0EMjnrTdkGIZpSP5GFK33mr333ns4ePCgIWN7PB4MDg7ixIkThozfCC6XC4JU38tclstwue0hH1eJbDYLWZZVibEDgK/Fh5UV/SNuWpBlGQsLYfTUCZerpaeTwPycuS2AbysjM5FIgK8TaiGdvC09mVeuXMHKShj33bdb0+8TBIFnntmPn/zkf1uWNzcyMoJwZEHXAgtBKCERj2FoaEi3MZtFUZQtL1bpE7mc0ibZHIogbZX3s5loNAre7QHZYBcT1uNHaMH+RmZkaRFB19ZwedAp2y7UXyyUwHDGVLxTNAFZki0/6NA0jXIDcyhLkqUi8mtra5iZmcHY2Jhh9zh48KAtCoDcHjdKUn1JpZJUsjyFoRaRSATBthbVKWa+Vq9tNH9XV1fhdNBwOfXpZtfdySIU+rWRaRipVAqsq3aohXY6kbBZX2lZlvHDH/47nn12vyYv5gYTE93weGj8x3/8h46zU4/f74fb7UYisarbmNHVJfT191veveS/EuFwGLyn8Qpezh1AeEfozM6ha5scSJeHwPysvXQ+hVIZdJOt5KpBEAQYlkaxaK2UFkmS632ZVaLIsqVSU8ePH8fo6Kih682uXbuQTqctTz3xB/woiSqMTLEEf4s9BPIrsbi4iJZ29etZsD2AhUXzpX4qsbi4iK4O/VIRujtYLCwu6zaeGm4rIzOdToOuUw3IOHgkbJT0C+CT0EkJR44MNjUOQRB48cVDePnln1iW8zM2OobwSki38SIrC5iYGNdtPLNQIw1iFeFwGKRDnT7mZli3H2uxVdt6aIF1ealYPHmLkdnXQmPaRmLyiqJAkmSQ+jgwKkLR1qdsiJIEmlIvMk1RlGWRGEVRcOzYMezbt8/Q+xAEgfHxcRw7dszQ+9TDH/CjjPp542WU4bdJF6ZKhBZCaOlowMjsDGLRJkbm8vIy2lv1O1R5PRTEsmhq68zbzsgk+dqnAsZhr8qyUqmEH//4h/jN37wDJNn8wzYwEMToaAdee+1VHWbXOOMTY1hd1e+EHo0uGBq60gJJkKhnZskKbCv7sbC4BNrV+KZBMSxolrNtTjMATE5OYle7c0vOLAB0+Wjkcjnb5GXKn3jsjPTaEQRh+YFAEkXQDaRl0BRlmWG8tLSEQqFgih7v+Pg4Tp8+bal2q8/nQ0mp78ksKkVbG5lz83No7VKvlOEP+pDN5iyX+AKASGQRbS36nTQJgkBbq9PUnNOmdrnXXnsNn//85/HEE0/ge9/73i2fX716FS+++CKOHj2Kr33ta5afmtOZDEi+dgItzfOmWvn1+NnPXsfQUBC7d9fvIa2W558/iA8//AWi0ahuY6pldHQU4XBIl8VTEEqIx1exe7e2PFWjoCgKUp1/nx3bGG6wFA6Dc2vbNBzeFtvkM1XiwrnTGGm99W9DEgRGOjmcP3/eglndCkmuaxQaaWTYQd+wWCqCZdQXNXAMa1kU5syZMxgZaUw+Tivt7e1QFAXz8/OG36sagUAABbH+d10U7WtkyrKMxdAi2nvU758kSaKju93S736DRDxWs9OPFvw+ytS6E80rzMrKCr75zW/i+9//Pl5++WW89NJLt/Qu/pM/+RP8+Z//Od566y0oioIf/vCHTU+4GVLpNOg6nkya55C3wQkGWNf0fO+9d/HCC4d0Hdfvd+LRR0fwgx98X9dx1RAIBOCqk5eptkXeSnQR/QMDllebboemKIhybeNAlCVbGpmKoiAaCYNrUL5oA9pp3wrzUqmE8xcu4mBv5TXgUDeJY/9hfcEFsO5xICkSsoGRYUm09qCjKAry+TxcvLqqXwBw8U7LnADnzp3D3r17TbkXQRDYu3evpYcev9+PglDfyMwLedsamUtLS3D73OAdt77ztfaZtp5WTNugTW4ikYTPo2/OjNe93jbYLDQbmcePH8e9994Lv98Pp9OJo0eP4s033/z086WlJRSLRRw6tG4gvfjii1s+t4JMNgO6jp4XzfMo5PO2aDH3gx98Hw8/vBctLfrLQzz22DhCoVlcuXJF97HrMTY2hshK9ZwXtS3yVqKLGB+3V6gcABiGhljj+VEUBWVJtmWxUjweB0nRoFltnUxodwBz8/rl3OrJyZMnsauVg9dRedEe7mCRSKwhFLLH/FmWgVQ2bh0qlyVdO9Y0Sj6fB8MwDeVkujinJWHM1dVVJBIJ9Pb2mnbP4eFhS3uZe71e5Eu190JFUZAv5eHz+UycmXqmp6fR1ddR8bNa+0xnfwembk4ZPb265PNFOKusV1px8jD1HdJsZEajUbS1tX363+3t7Vvi/Ns/b2trs1x7KpvN1S38oZj1BU8QrO0tffXqVczO3sQTTxhT1MIwFH7jNw7h3/7tu6anMYyOjmA1Vt3bpbZF3mpsCaOjo3pPr2lYhoVQI9dNUtbDs2pbAJrJwsICnP62+j9YBd7XinmbGGmbkWUZb7z+Ch4cqv6dUySBB3Yx+Nlrr5g4s+rwPIuyYEzOpCQqIABLPZmpVAo+d2MFZj6XG8mE+eof586dw/DwsKnpBb29vUin05btmyzLrktMydWLfwRZAEMztjwwA8CNqRto76scKq+1z3T1d2J6etpyZ1OxWALP6fvM8TyBfN68xhOaVxh5m5SEoihb/rve52qYnJzUVWIjkYijh69vtDEch5MnT1qm/SXLMl566d/x4ouHwLLGbQIHD/bhgw9u4Lvf/e6nHmczKJVKCEdCVZ+JDaO3lvErSiJWV8NIp9OWCsxXQhRFlOXqxkxZkUFTpO3mDQCnTp8G5WpcvmgD3htEKBLG6dOnbWVE37h+HbSUx+622l0/7h3i8f+8eQnvvPMOWlq0pQzoBUWRKJeM2eTKJRksx1j6DIZCIXicja2xPo8Xl6+dN33ev/jFL/DZz37W1HsSBIHh4WG8/PLLuPPOO0299wYMzUCQBLBU5ZSkslQGy7C2XMsA4MqVSTz9pacqflZrn/H43CApAu+99x4CAe3rYbMIZREMo28OME0TmFsIa/qbHTlypPH7Nfwbn9DZ2bnFlb+6uor29vYtn6+u/mfeXSwW2/K5GiYmJrROryL/37/8S91wOQBwLgd27dqF/v5+Xe+vlnfffQfBII877jD2/gRB4Ld/+078j//xHr74xS/C621ctkYLiqLgxz/+CXL5DNwubfeMx1fQ3t6Je++9V+fZNc8v3nkb5WK66ueCrIBjWU0vrNG8+/4H4APaq2dJmoHTG0B7e7tt+smXy2X8+7/9C35jP1/3oOtgSHxuxIHJyxfxf/3ff2LSDCvzxluv1XyOmkEoynC7XZY+g/l8Hq2+xjbwgNsHURRNnffq6ioymYwlz/PExATee+89/N7v/Z4l+qA//uGPa3b9ESQBHrfHlmtZOp1GsVhCsF3bYbF3Vw84jrPs37ah/KC385ymCPh9XtP+XZqnf//99+PEiROIx+MoFAp4++238dBDD336eU/P+h9ow1p+5ZVXtnxuBYV8HrSjfg4SY2GFeTabxSuvvIwvfvGwKYtKV5cfd901gB//+H8bfq8NCILArl27sLqqXRR2NRbGnj32qirfgOP4muHysiyDa6Ci1iwURcHc7Cwcgco5TGrhfO23FAFayRs/ex0dLgl72tV95w/s5rEwN41f/epXBs+sNi6nC0LJmHB5uaTA6VRfcGMEsVgMAXdjuXwtXr/pHdk++ugjjI2NWeKZ7+vrQ7FYtKzSmabpmmL5smLP3HIAmJqaQnd/FwiN0n+d/R24fuO6zrNSjyzLIElSdzuAJAHZxDQAzUZmR0cHvvrVr+JLX/oSnn/+eTz99NM4cOAAvvKVr+Dy5csAgL/5m7/BX//1X+PJJ59EPp/Hl770Jd0m3iilUgmA8mnOZS1onkcmY17OwmZeffVlHDrUi54e81z0X/jCfpw/f87UquBdu3YhkdTe+SeVjGFwcEDHGekHx3Mo13iJBVkBy9pvYQ6HwyAoGoyjuTQR1t+OyavXdJpVc0QiEbz91s/x3AH1XTMYisALBzj8yz9/55N1wxqcTpdh4XKxJIN3WGxkrq4i2KAn0+f2IJPLolyuLxKuB5Ik4aOPPjKsV3k9CILA/v378Ytf/MKS+6sxMu2UFrOZ6zeuo6Nfu/Rf10Anbty4oeOMGkOWZRjhZiIIAoqRshXbaMoR+8wzz+D111/HW2+9ha985SsAgG9/+9vYv38/gHVNxB/96Ed488038Y1vfMNSqZlMJgPOUbul5AYkx1piZK6uruL48WN4+un9pt7X5eJw9Og4Xnrp3027Z19fL9Jp7cLXyVQMfX19Os5IP1iWq+PJVGx5+r9x4wacwa6mx3EGuzF144blSfOyLOPb//Pv8egIh0CDvX9HOjkM+CS89O+36v+ahZN3GlZdLpYVOCw3MmNo8TYmfUORFPwen2mi+RcvXoTb7UZHR3Pe/WY4ePAgTp06hXw+b/q9RVEESVQ3E0iCtKwDUz1u3ryJ7oFOzb/f2hlEMpm0TJRdURTNXthaEARg5tJsz5YjBpBOp8G61C2qBM8ilTYmF6oWr7zyUzz00DC8XvMX/4ce2ouFhXnTwpxdXV1Ip7V3hkmm1tDZqX0BMRKGZWtKGImKDNaGRublj6+A8Tf/nbIuLyRZsUTsfzM/e/01kKU4HtitTabn2QM8Lpw9ZVnYnOU4SKIxu4EkKmAsTtmIx+MINmhkAkDQZ17I/O2338bhw4dNuVc1PB4PhoaG8NFHH5l+bzVGplle5UYQRRGLC4vo6NXuySRJEl29nbbQy9STdSPTvE5ft42RmUqlwKjMQWKcTsQT5ub9rK6u4sKFC3jkEWskeRiGwpNPjuPVV1825X6BQADZnDZDXhTLEEXRsur/ejAcV1OMvSwroG1mZCqKguvXr8HV2nzLPIIg4GrtxtWrV3WYmTamp6fx9ptv4It38CA15jQ5WRK/ddiB73z7f1rSapahGciSMUamLMFSb7osy0ikkvA3mJMJrBf/mOHJXFhYQDgctoVM2pEjR/DOO++Y3gY0X8iDo6qnmrAUi3zBfA9rPZaWluALeMFyzR2kWnuCmJ2d1WlWjbGek2mEJ5MwNcp0WxmZlErhYcbJI2GiIj4AvP/+u7j33iG4XOpzx/Tm3nuHMDs7g0gkYvi9XC4XyuUyRKlxjc58IQe322NJtaUaKJqu2VZSVmC7PKaVlRVIsgJWY7X/dphAFy5Pmi/0D6xXLf/j3/8tXjjINxwm386edhZHeil863/+vekbPElShoW1FFkBRVr3DGYyGfAsp8mj73d7TfFkvvPOOzh06FBT76ra7mX12CikNdOrrigKsvksOLr6nsTTPLL5rOWpMdsJhUJo625tepy2rlbMzltnZBqxx5EETF3LbhsjM55IgFRRWQ4ArNNpatslURTx0Ucf4bOfHTbtnpVgWRr33TeEDz80vrXe+sLLQNaQzyNJYkP9js2GJEnUWnJlKDVDUFZw/fp1uFq7dVvUXK3duHH9uumbj6Io+M7/+78w3CJhf48+B7Ynxnjk1hbx8zd+pst4ajH6EGXlIS2VSsHrrq1ZWg2vy4NU0ljPcqFQwJkzZ5rWD1bbvaweBEHg0KFDePfdd5sapxEymQxokgZNVjeQNz63So2lGqGFEFo6mi+ebe9uxeLCog4zahxFUTRHYWpBkL82Mg0htrYGxqWu8IdxuwxfxDZz7do1tLV50FZHKLoWep2Y77prAGfOnDbFOCBJQlNuyHpCtH0f3fVwRPXPFQCGlA02wdVr18H49CtuYF0+COWy6XIzH7z/PsJzN/DMfv3ymimSwO/c6cCbb7xuqjSTXT31epBOp+F1aUt38TrdSBucvnDu3Dn09/c3nZKjtnuZGsbHx3Hz5k2kTaoXiEaj8DrqRza8Dq/l3fy2s7y8hJb25o1MX4sPyUTSkrxTo8LlJEFA3inV5TuJtXgcrFudkck6HSjkc6a1W7x48TwOHuxuagy9Tszr0kmy4XJGiqKgXC6DaqBv8QY0RaNctrbtZy3WwxzVPycA24WXbk7PwNGin5FJEATcwU7MzMzoNmY9FhcX8ZMf/RC/e5cDDKXv4hxwUnjxEI9//Pu/NbXK17BwuTHDqiadTsPtcGn6XY/ThUzaWPWPU6dO6ZKLKYoiFEXRZS9hGAa7d+82rbvO8vIy3HR9I9vNuBEOh02YkXpWVlbgb228qGw7FE3B6/duaSxjFrIsw4iA16+ryw0iHo+Ddatb1AiSBO9ymRYyv379GvbubW6D1+vEvN7KrAPXrxsrQpvP50FRFGi68Zwsh8OFTCZtO0Ntg7IggKlhZTIEAdFGFZmlUgmJ+Bp4r75tFCl3EDMmJc2Xy2X849//LZ4a59DuMaYV675uDnuDMr77z98xZPztkCQJKMZ4MxXZ2rzgYrEIntWWzsCzPArFgs4z+k9kWcbU1JRtOlZtZnBw0LSCuvm5ebgpFUYm6cb8nDVi8ZVQFAXJZAoenz6FoR6fG4mEdiUUu7FuZP668Ed30skkuAZCH7zHbUqoTxAERCJR9PU1t8HreWLetSuAuTljZRvW1tbg1lBZCgAMw4KiKMsE8+shCgLoGuF8miRRNslLroZIJAKn1w9C50IQ1tOCkEn5TK/89CfwU3ncNajecNGSYvL0Pgemb0zizJkzWqbZEDRNQzEoqiVLiqYDnl4Ui0XwNQpKasGxrKEi+SsrK3A6nXC5tHlajaS7u9u0aue52Tn4ufreQD/nx9zMnPETUkkulwNN02B0anjh8pnncNoMSZKGqEtIsgKSMs/0uy2MzEKhAEmSQDUgZ8C4XKbIZITDYbS1+UDT9qk27u72Y3FxwdB7zM7OItiiXcOsrbULc3Nz+k1IR4qFApgauTQsSaBUtK6TzHYikQhYd/Ohpe1wHr8pSgXz8/P48Bfv48VDXEN5jFpSTFiawG/dweNfv/vPhos0OxwOiGVjlmhRAFxO6yTABEEAqzF/nGOMNTKTySS8Xn1UFvTG6/WaIqclyzIWlxYR4OvnNfp5PxaWFmwTWcrn8+BVFvmqgeUYS4TwaZqGJOlfoCNL6ylnZnFbGJnxeBxOb2OSN5TLYYqRGYlE0NFhrwWto8OHSGTV0EXj5s1pBJrokR3wt+PmTXuK5GbTabhqhCJdFIWsBYtWNRKJBEhWXb5yI94/hnchkzZ2Q1QUBf/63X/C46MsvHxjBzWAP1i4AAAgAElEQVStKSa7WlmMdZD46U9+1NDvNYrH40HZoKhwuUhYakit55tp234IgjA0p7RQKFjana4WLMuiXC4bXh28uroKlmJryhdtwNM8WIq1vPnCBsVisWl9zM0wHG2JkclxHEqCBLmG5rIWiiUZDpXdD/XgtjAy19bWwHoaO7UzLieisZhBM/pPotEo2trsFZZxuVgoimKYp0ZRFFy6dAk9XYOax+juHsTFixf1m5SOZLIZuOjqr5aTppArGJdT1iiJZAoEq64auxHvH8lwkEQJgmBckdb58+dRSK3inl2Ney6aSTF5cpzHiePHDN1YW1tbkU+rmxvNEFuu9Shm1se3CkVRNAssrBfOGWdkORwOQ5/ZZhAEASzLrufrGsj8/DwCTvXV2QFnAPPz9sjLlCQJlI7hYJIkTdfIBdYPwSxLo1TS9975ggynS7uSTaPcNkamWvmiDViPG6umGJlhtLbay8gkCAJtbV7DNtC5uTlQFAOfL6h5jM6OPkSjUVsmZKfTabhrePo4koAsyygWiybOqjqFQgGkyvy8Rrx/BEGAYhjDQpuKouDVn/4Ij+5lDNGTq4WbI3HPIIs3Xn/VsHt0dnYiHS+q8mSM3Ovecq1Hek2wtC1rM11H1g1U4/7efr/fkg5PakilUvD5tOWyN8Lc3Bw8pHpDxEN4bJO+ZERHG6vkxPw+N1KZ+gd6jiW2XGuRzioIBLTvvY1y2xiZpPNWT0f4wuUt182wbhcSJrSWjEQiTeljGkVbm8cw7bNjvzyGgb69Tb24JElhoH8Yx4+f0HFmzSPLMtZSaQTY6kYmQRBocToQM+EQowahXFZd9NOo94+iaMM05qanp1HIJjHRbU1o88E9PE6eOoWCQV5pjuPQ2taCVLT+9zd8xL3lWot8RoIsAW1tbU3PUSssy6KsodsXAAiiaGhLzI6ODuTzecP+rs0QiUQwMDBg+H1CsyH4WPXGrI/zITQXMnBG6qFpGqKoX8WcJMpN609rpaWlBYlU/ffk6MOBLddaJNPrbZ3N4rYwMlfX1sBWqCxfPHNhy3UznNuFlMEVZYqiIByOoKtL/6KLZunqchuilSkIAo6fOIHhPfubHmt4zwF88MEHtkk4B9Y9DQ6GBlsnnNXCMZZor1ViPfRmzHeoKIphob0Tx3+JQz2U6V7MDdwcid3tvKG6hWNj41hd0Dd0G1soYe/eYUvF3lmWhSBqO3yUxbKhOZMkSWL37t228cxtZn5+3pRe6svhZXg59Tm7Xs6L5eVlA2ekHqfTqWthpVAU4HSal8O4ma7uXkRj9d+Thx/wb7nWYmVVQFdXV9NzU8ttYWTG1tYqCrHLZXHLdTO0g0epWDI0NyeVSkFRZHi9+lXC6cV6hbn+OTanTp1Ca7ATHk/zhnVbazcAEpOTk81PTCcikQhaVVQ2BinCNl0yaIqC0qSIfzVkWTJMj/HypYuY6LK2QGOiA/jVhbOGjX/k8F1YndX3ABCdVXDk8N26jtkoPM+jpLGhQqksgOP0aRlajSNHjpja3UkNkiRhenq66VaXau6TTCfhYtSncbkYF1LplCW5i7fMxeVCIV/QzflQLJSa7vykld7eAUSi+n2n5bKMRLJoaqrMbWFkJpNJsA1qnhEEAYfbWH2sUCiEvr5WW7aP6+trQSikb/hDURT87GdvYGz0iC7jEQSBsZEjeP11c3tK1yIUCqGTqW9UdTIUQjP2qI538DxkjaHLekjlsiEGQS6XQyqdRafPWumvvgCDWQM9XqOjo8ilROSS+vx9hKKMaKiAw4cP6zKeVlwuF3IlbeHoXCFv+KZ/5513YmpqylYFQNPT0+jq6kIwaGw+XTKZhINzgGpAN5ciKfAcb4sceY7jwDAMinl9ct5zqZyp4eXNDA4OYmFZv3SjpYiAzs5WQ9NNtnNbGJmZVEp1S8nNcG5jlf5nZ2fR12d8ErcWWlvdKBSKuvbJvXTpEiRJQXcTVeXbGdo1jqWlZduEtkKzM+hSYWR2OTiEbFKN6XQ6oIj6b6ayLEGWZUMWtLW1NbR4OctC5Ru0eiisJVKGpWzQNI0HHvgM5j/WJ/wXulLAwYMHLBcad7vdyBW0ycLkiwXD5+/z+bB3717Tuuuo4eOPP8aDDz5o+H2SySRcbOPfr5N12qZgKhAIIJ3Up1lHOplGS4u+3dDU0t/fj1i8iKJOFebzC0Xs3j2sy1hq+S9vZBYKBciyDEpDDg/jchra9Wdubhr9/dY8vPUgCAL9/a26GW+KouCnP30ZE2N36+q5pSgK46NH8PLLr+g2ZjPMz86ix1Hfc9fJs4iuxW3hKXE6nYCsvydTLgvgeN4QT32hUICDsX75okkCFEkY+nd87NHHsXClCLHcnCGryApCH5fxxONP6jQz7Xg8HmTzlSXSOIbdct1OJp+F12e8xucjjzzStEzaRu5oszmk6XQa8/PzuPfee5saRw3ZbBYsVXm+NElvuW6Gozhks1lD56aWjo4OJNeaN3iFkoBioWSZJ5OmaQwO9GI2pI9XdmZBwejoPl3GUov1q7TBJBIJODyNCbFvQDmNdf8vLi6hp8eah1cNPT0+LC7q0xZwcnISmUwOgwMjuoy3mZG9hzA1dRMLC8Z2KapHPp9HdC2ObhVGJkuS6HQ7TWsRVwue5wGNRRi1kEUBrEG5cxRFQdRZpFgLsqJAkhVD+4B3dHRgeO9ezE82Jwi9PF2E3xvEnj17dJqZdnw+H9K5ygbJ0/c/uuW6nVQ+C5/f+GLJAwcOoFgsNlUAueF5bNYDeeHCBdx3333r76rBFAoF0ETlauqJ1okt183QhDWi5ZXo7u5GItr83p2IJdHW3ma4LmktRsf24+Zc85EMWVYwM5fDyIj+e3Atbgsjk9MQKgcA2uVEzCBPZrlcRiKRRHu7/eSLNujo8CAcbr7CXFEU/PjHP8H+iXsNeVlpmsHE2BH89Kcv6z52I0xPT6PP6wZdo6XkZgY5Gjdu3DB4VvXheR6KEZ5MUQTLGmNker1eZArW938vCAp4ljVc4uT5Z1/E7AVBcy9jRVEwc66M55990RY54E6nE2WxDKGCvNVjdz245bqddD5rilYkSZJ47LHHmlIPuOeee7ZctSCKIi5duoTHHntM8xiNUC6XQRGVD00jwZEt182QBKmpsYER9Pb0IrHavCdzbSWOnp4eHWaknYmJfbg52/z3uhQR4PV6TPfK/pc3MuPxOOgGhdg3YF1OwwTZc7kcnE5e184EeuPzOZDJNP+iXrlyBalkGrsGjZPeGNl7B65du26I7JJarl29gkFW/d9z0MHi2uVfGTgjdTAMA0XWv7pckUUwrDEJ5sFgEPmiiELZ2mrWcEpEV6fxepNDQ0Po7e5D6Iq2YpmV2RJY0mV4ZbJaCIKA3+tDKtd4zncqlzZto3zooYcwPT1taRj4ypUr6O/vR3d3tyn3kyRJk9g9CRsZmb29WIs03xZ6LRJHf1+/DjPSzu7du7EaKyKXb26NvjFdwPh489KBjWJfC0cnYrEYKJe6lnnb4Txuw/qXF4tFcJx5FV5a4Dhal640P/3Jy9hnkBdzA4ZhMW6xN/Pjixext4FnbY/bgenZOcvzMkmShGKA9IiiKCAJY/7mFEWhr7cLoTVjhN7VMr8mYmjPXlPu9Rsv/hamz5Ya9mYqioKp0wJefOGLlob9tuP3+5HMNG5kJjPmGZkulwv33HMPzp8/b8r9tqMoCs6ePYsnn7Q+j1YNdvCSA0BXVxeSiRTECvKEG2wcgGsdhOMrCfT19ek+v0agaRp7hnfh5mxzzQGmZiXs239Qp1mpxz4rjkGsrK5WFGJXA+txI2FQuNzpdCKf108wluPoLVc9yOcFOJ3NVXHevHkTq7EYhnaN6TSr6ozuvQOTk5OG9pOuRiaTwcpqDP0VOktVw0FR6HQ5MTU1ZeDM6iPLMggDjA+CICAb2GP6wKEjuLZijL6nWq7FgAMH7zDlXsPDw+ju7kPoamObzcpsCQzpwpEj+kiH6UUgEEAi21ikRFEUJDMpU0N+R48excWLFy3x0oVCISiKgn37zCvWsIuh2Aw0TaOtvQ1r0er7972P3bXlWonVSMxyIxMA9u07jBsz2g/UQlnG/ELOFCH/7dwGRmYUnFebkck4HRBKJUN6TLvdbpTLIvJ5fbxYTz99cMtVD2KxLFpaWpsa47XXXsfY6J2meFBYlsPe4YN4442fG36v7UxOTmK3T30+5gbDPI1fNVnB2izlBtpKNgJB0igLxnkaj9x5Fy6Hy5A1ygdxNLHl2iipgoSVlICxMeMPUBv8ZoPeTEVRcPOsgBef/01beTEBINDS0rAnsyiUAIKAw6EtOqWFrq4uDA4O4uOPPzbtnhucPXsWTzzxhKl/O5IkoWjoAKbAuO5eWujr7UMsXD0SeeTBO7Zct5PPFiCVJcvkizYzMTGBqVntTqm5UBG9vZ2mvjcb2OeJMIjVaBS8xiRxgiDgDvgN6cxCkiRGRoZx9ao+rbgee2x8y1UPrlxZwcSE9hP02toarl+/juHd5p3Cx0YO4+TJk6b3Hb5w+jRG+ca9yGMeBy6eN64toRqy2SwIWv8CHYrlUKgiU6MHPT098PsDmFrRdlB7fNy15dooZ+dLuOfuu0ztazw8PIz2ti4sTak7+MYWBRASjzvvvNPgmTVOoCWAVK4xLcNkJoWAz/w2vE8++STOnj1ragvbeDyOxcVFfOYznzHtnsB/HSOzv68f8SYqzNeicXR1d9nCs9vb24uSoCCe1HZon5otYXzCmnxs+zwRBlAsFlHI5cF6tId8eb/XsPZ/R47cjZMn7SHIvZ1YLIOFhTjGx7UbrR9++CGGdo2BqaJ3ZwROpxtdnf04deqUafcURRGXJycx5m38OetxcCjk84hEIgbMTB2pVAowxMh0oFDIG9pq7rOPPI5TIW0h88/udW65NoKsKDgdEvHQw5VldozkuWdewOx5QZXBM3u+jGe+8JytNv8NAoEAkvkGjcxsGn4T5Iu2MzExAZqmTZUcO3v2LB5++GHDW2hupxkj00gpr0bp6elBYlV7x764DSrLNyAIAqMjezE9py2qOj0vYXz8VtkpM7DfyqMjkUgE7hZ/UycR2uvBokEVy/fffz+WlpKYmzOmgr0Zfv7zK3jkkUc0L3CKouDYsePYs9v8arbdQ/vw0Ue/NO1+U1NTaOFZ+JjGPVokQWDM48TFCxcMmJk6wpEVME79pbRIigLHOw3Vmr3//gcws1pGImdubuaVsACfP4ihoSFT7wsA+/fvBwUea3XazWUTIlKroikC3lrw+/1IN+jJTOeylhiZBEHgqaeeMu3wms/nMTk5iccff9yU+22GIAhNHltFUWzh9dugo6MDyZh2dZTUWhpdnV06zqg5RscOYHqu8bzgkiAjHMlj9+7dBsyqPv+ljcxQKARHsLl8CkcwYFhvYpZl8fzzv4Hvf/8MRNHaAobNTE2tYHIyjCeffErzGCsrKyiVBARbOnScmTq6uwawsBBCLmdcqHYzF86exbhDu7d23MXh/GnzPK/bCa+sgHUZozvIe4xJN/l0fJ7HAw98Bsdm9CuiU8OxWQmPP/kFU++5AUEQePyxo1j4uLaROf9xCQ8++FDT3WaMwufzIZ1tzMhM5TKmCLFX4r777kMikUA4HDb8XmfPnsWdd95piUENaC/+MTOdoB5tbW1IJVOQJW2RlHQig44O8/evaoyOjmJmvvF1bn6hiL7+bsvWAc1G5vLyMn73d38XTz75JP7gD/6g4oYejUbx5S9/Gc899xxeeOEFnDhxoqnJNsrs3BzYluZeUmdr0NBOMg899BBaWjrx6qvW6yUCQC5Xwne/exL/7b/9H3BrrMoHgMuXL6One5emxYqm2S3Xxn+fQVdnnyl9hxVFwflzZzHh1abFCgDDbgdCi0uWaPEpioKV8DI4rzHVurTLr1vXqGo8fvRJnJkXUDRJM3MpUcZaDrj77rtNuV8l7rvvfkRmCygLlf/Niqxg+UYJDz34WZNnph6/349UtrHCn3Q+C5/feCH2StA0jaeeegonT5409D6lUgkXLlzAF75gzSFGlmVNOpkEQRiaGtMoDMPA6XAgn9OWn59NZW1R9LNBV1cXCiUZyXRj3szp+RJGRqwJlQNNGJl/9Vd/hd/5nd/Bm2++iX379uEf/uEfbvmZr3/963jkkUfwyiuv4Bvf+Ab++I//GJJknsfu5sw0XG3BpsbgfR7kcjmk043ruamBIAh8+cu/hwsXlnDy5LQh91CLKEr49rd/iSNH7sYddzQny7K0tIyAX5tI9R2HHthy1YLP12aKx2F5eRmSIKCL135KZEgSe3xuXLp0SceZqSMejwMEBZrTbiTXgnYFMDsXMmTsDdra2jA2NoqzGk75WvjlTBmPPnHU1IKf7Xg8HuzeM4RIFQ9ubEmAz+c3TcBbCzzPQ5Lkil1/qpEt5OD1Gt+3vBoPP/wwFhcXDZVJO3fuHCYmJtDZ2WnYPWpRLpd3vBj7Br6AH9mUtsN7Nm1NakY1SJLE8J4hzDXYx3xuQcbIiHkKGNvRZGSWy2WcOXMGR48eBQC8+OKLePPNN2/5uccffxxPP/00AGBgYAClUsm03qalUgnhpWW42pvrxkGQJPxdHYZqGXq9Xnz1q3+Mn/zkkm7V5o0iywr+9V9Pwelsw2//9u80PV4ksgKPR9sLun/i7i1XLbjdPkTCxhfTXDh/HmNuR9O5SGM8gwunT+s0K/WEQiG4AsZ1rOH9rZidnzNs/A2OPvU0js2KmuWM1JIpypgMC3j44c8Zeh813Hn4HqyFKnuOVufLOHK4uv6fHSAIAh63G9mC+rSWTNFaI5PjODz11FM4duyYIeOXSiWcOXMGzz//vCHjq0EQBFBovICHBGl5Y4ntuFwulAqNHz4VRUEhX2wqmmcEe0f2YSak/lAmSQpCSznL8jEBjUZmIpGA2+3+9CTf1tZWMe/q6NGjn/aY/c53voOxsTF4POb06p6ZmYG3rRWUhmKM7XAdrbh2/boOs6pOT08P/vt//z/xT/90AjdumFtpLMsKvve900ilCPz+7/+hLpWopVLR1Kry7bAMi3xBf33T7Vw4cxrjruarP8e8Tkxeu2q6J2BmdhaU27iQEO8NYnVlBeUGvFVaGB4ehsPl1SxnpJbTc0XcdecRW2w++/btw+pC5Q00vqjggAXdPRrF7XYj04DMVTaft/y7f/TRR7G0tGSIIsSZM2cwMTFhqQe68P+3d9/hcdXX3ui/e3rRqHdZGvXm3pAbblhykXsMGAPhEAhxwg0YkgBJIE4hELjnhJCT5CS5CYYQh5ZDeW+wCcUYXIVsbGyEcVGX1af3sme/fwgX9el7j7w+z+PHMJrZs8aa2bP2r6zlcASVZIohjnrpuPGolCq4XIGfE1gvC4ZhIJUKqytfaWkpWtr9/47o6HIhLTUZanVoTVVCMW4GtnfvXjz55JODbtNqtcNGbsYayXn++efxyiuv4O9//3tAwTU0NARdCP3wkSNQZIZWSPyS+JwsHPv4KMrLysJyvLFUV9fgT396B9/61vUoLY38dMlAglmH1lYL1q7dELaCwyzLwuPh76rW43HD6XTg+PHI1aB0OBzo6OxCUYU25GNppBKkyKT417/+FdUOEydOnoIiI3Lva5FECrlag/fffx/p6ekRex4AKCqtwJELn6AsMzIlX3wch6PNbtTU5kb0feUvjuPg9fjgsLJQxl1JClgvB0O/HXq9XhBxjoVhGNid/s9uWWwWtLS0RLRigT9mzJiBDz/8ELfcckvYjmm321FfX48tW7bw+ntramyCVBR4ciVlpGhqbBLUe85ut4/ZWnI0Xo8XYrFYUK8FGPhe7emzw+H0QakYfzCouc2JpOTMsL2OYLqGjZtkrl69GqtXD95l7PF4UFVVBZZlIRaL0dfXN+oXyNNPP42PPvoIu3fvDniNyeTJwS9Wfe3115F0XXiu5OMy0mC32VFQUBDxhcCzZ89GaWkZfv/7/8add85HZWXkrmh9Ph9efLEOej3w6KM7w9oNoP6TY7AHWAMvnOwOG/LztRFtpXf06FEUJ2oC7vIzmgq1HC67Part/3a98DdklYXnYmw0qqQMqFSqiL+uyspKPLDjEGwuH9Ty8BfOaO7zIC4+EWvWrAn7sYP17vt7YO4zDEoyLXovUlKTUFVVxWNk/jly6DBsTv9HvxwuF+bNmweVKjJriP01ffp0PPLII2hpaUF+fn5Yjnn48GHMmzcPN9wQ/dqrVzv2yTF4RIHPPMjFckjlUkG1Lz12/Bg4X+BLaHw+DmKJWFCv5ZL333sbrR1OlBeP/xloaeewcPFiXl9HUGdiqVSKOXPmYM+ePQCAN998E4sXLx52v+effx51dXV46aWXorqI2WAwwKDXQ5MZnpETRiRCYl5O1DZmVFRU4P77H8Dzzx/F6dOR2ZnLsj7s2nUEZrME3/veD8Lebqq8ogy9fZGpL+qPvr4OlEV45Pn0yRMokYev+HBpnBKnP4tei0mbzQaX0wmpKrJr3MTqRLS1R3aHOQAolUpMnVyJUx2R2QD06UUWCxYJa7d2elom7JbBmyntZhZpaZFbZxtOcXFxsPk5ksmyLNweNxQKRYSjGp9EIsGWLVvw4YcfhqVsj8FgQENDA69rMS8xGU1QSAL/N5ZL5AONHSYAAZX7HKa0bDKa/djkyHEcmtvsKCkpiUJUowv6cn/nzp149dVXsWbNGhw7dgw7duwAALz00kt49tlnwXEcfv/730Ov1+P222/Hhg0bsGHDhojWzLuk/tgxJGongQljlwuNdhKORLGWYUlJCR544Ht48cVPcPJkeHfner0s/vrXQ3C5lNix48GIdJSYPHkyOrtaeClp4Xa70NPbGdEkk+M4NHzegFJN+EZUclUK6A1GGI3Bd6kIRGdnJ1QJyREvoCzXJKG1LXJlwK5WteB6fB6BUwzr4/BFpwtzeSxbNJLUlHQ4rIM/Y04bi+Sk0KpqRItaEwe7n0ui7C4HVAqlYLoXVVVVQS6Xh2WJ0f79+1FTU3N5DwOfzGYz5EF0AFNIFDCbIlOFJVherxdiSRCbmMTiqFbCCURJSRlaLo7/vdqv90IilSElhd9zQdC7YnJycvDiiy8Ou/3qNSr19fXBHj4kBw4dROKU0rAeMzE/D6c+PgKTyRS1E0FhYSG+970f4L/+6/8FwzCYPj30tXos68Nzzx0Gx2lw3333RWxhc1paGrIys9Dc8iWKCsPXT90fZ8+fxPTp08M+Onu13t5egGWRKgvfv5+YYVAQr8bZs2ejMtXZ29sb8VFMAJDFJaLvbF/EnwcY6Ibzlz874XDLoZSFLxlp1XmQlJQkuBFChUIBzjv4dbIeDioeF/oHQq1WQ9/jX6kxm9PB6waGoRiGwa233orf/e53KCsrC7rYdXt7O7q7uy8P1PDNYrVAoQpiJFMshyXA4vqR5vG4IRYHfh4QS8RBreWMhuLiYrR12MCyyRCLRx8gaGl3oriYv13llwjjkjCMent70dfbh/hJ4e05KpZKkJSfh6NR7IkNAPn5+Xjwwe9j9+56fPFFaOWNfD4fXnjhKDweFe69N3IJ5iXrN6zD51/URbULhJf14syXx7F+/bqIPs+XX36JwjCULhqqQCbClw3h2Xw1Hp1OB0Ye2Je2SCId9Lc/pMo4WM2mqIxqy+VyFBVqcaEvvLvZz/Z4MX2m8NZnSSQS+IYMuPhYDhKB7YodjVqths3l33S53engfS3mUCUlJSgtLQ26QDvHcfjggw9w0003Rb1H+WjxWO3WoEcyrXaroLr+uFwuSOWBJ/9isWhgY53A6n4CA5+ZxMR4dPeNvbG27aIXxcX81ce8ZMIlmfs/+gjJJQUQBXH1Mp6k0kJ8+NH+qH+ICgoKcN99O/D880fQ2qoL+jivv34CJhOD++7bEZXSDFOnToVGo8bZc9ErMn7686MoLi5GXl5eRJ/ny89PoyCM6zEvKVIr8eUXke9UBAB6oxFieWCjvWllcwf97Q+RWAKRRBK1GrlTps/C+b7wJrTndcCUqdPCesxw8Hg8EIkHn49EYgbeCJeMCheNRuP3mkyrwwaNhv/SUUNt3boVn376aVANO06fPg2FQiGY/vJOpxNiRgyJKPBJTolIAhEjgssV3RavY3E4nZAFMdvEMAxkclnQ1W0iraiwCG3jrD1vu+hFYWFhlCIa3YRKMr1eLz4+8DFSKsM7VX5J/KRsWGx2NDU1ReT4YykpKcF//Mdd+OMfP4ZeH3hP7v37z+KLL3S4//4HotbDlGEYfPObd+PkqYOw2SK/Vkev78XZcydxxx1fj/hzNTU2QhvElNJ4spRy6IyGqNSbs9scEAU4YpFaMmPQ3/6SyuRRO2FXVFSiSRe+9VQOjw+9RievBY1H43K5MDQfEEsZOAIoC8SngY0//r3XbQ474qJUZzkQKSkpuOGGG7B///6AHud2u/Hxxx/jtttui/i6aH9ZrVYoZMGf15QyJSwW4UyZu5xOyILsxiZXRO+cFShtfjE6e0Y/x7Esh+5ee8QHW/wxoZLMEydOQBYfD1VyZPowMwyDlIpivPv++xE5/nhmz56N6upV+MtfDsHr9f9LtLGxF3v2NODBB78f9TVNOTk5qK6uxqGj70R0utTr9eDQkb246aYbkZQUmd//JTabDUazBRl+nrwkEgkYhvGrDaGYYZCjiUNLS0uIUY7P5XZDJA7/aOxIRGJJ1LqB5OXlwWz3wuoMz/uttd8DbV6O4AozA4DZbIRUMThBkSlEMFtiY5evRqOB2eZf2z+L3QaNhr9uP2NZu3Yt2tvbcfHi8Ioaqakjlwg7cuQIKisrBTHadIndbodMEkKLXIk0ajMW/nA6nZDJg/vcyuUywRWXv0Sr1aKzZ/TzW0+/B8lJ8YJYgjGhksw9/34HyZWR3a6fWlGCkydORKyX+XhWr16DhIR0vPWWf1PQdrsbf/3rYXzjG3fztgkP2hQAACAASURBVGlh/fp1UKlkOHkqMq3YOI5DXf370ObnYsmSyJeYaW5uRo5GDZGfow8sy+Khhx7ye7fiJKkYjY2R72N/ad1RNHCcD+JoJbQiEYoKtGjRhWfKuEXPoqxiSliOFW4Gkx4K1eDTuFwlgilKFQpClZCQALOfm0XMdisSk4TTS/pqcrkcW7Zswb59+4Z9pu65555h9zebzThx4gRuvPHGaIXoF6fTCYk4+C55UpFUUKN/TqcL0iBn7qRyYb2Wq2VlZaG3b/QEuK/fjaysrChGNLoJk2S2tLSgp7cXyUX5EX0eqVKJpKJ8fLBvX0SfZzQikQh33XUP6utb0dLSP+7933jjBGbMmIWZM2dGIbqRicVi3Hvvd9Dc8gXa2i/49ZjERP8LhJ89/xmMpl7cffddUZl26ujoQLbM/4RJLBbj6aef9jvJypJL0N4c+SUZUqkUHBudhe0+r9evkdxwKa2YguYwTZm3GBmUlEa+21cw9DodlJrB7yuVRgyDMTZGMpVKJXw+H5zu8dfxme1WQZT4Gc3ChQvBsizOnTs37n0PHDiAZcuW8V5eZiiPxwMxE/zFoIgRCWqzjNvthlQW3HlHKpMKan3p1eLj48H6AJt95HNcn86DrKzodY4by4RJMt/euxepU8rDWhtzNGlTK/D+++9HvB/zaDQaDbZuvRW7d9fDN0Y3g8bGXjQ0dOPGG2+OYnQjS0hIwHe/+//g8NF3YDCMX85m84a7/DpuV3cbPjt1CDt23B+1Is3tLc3IkPp/IvZ6vQHtVMxUyHAxCsXLExMS4HVHfjqI4zi4nHZoorierrSsDK1hGMzz+ji09zt4L2g8Gr3BOCzJVMSJYTFZealRGyiGYZCYkACTH6OZJpsZiYnCHMkEBgYAbrrpJhw4cGDMf/v+/n5cuHBBUJ2jLvH5fGAQ/IU6wzCCed9xHAfWywZVJxMYKGPE13f8eBiGQXJSPEzmkb9TTBYgOSWyndz8NSGSTIPBgFOnPkNaRWQ2/AylSkmCMjUZR44cicrzjWTevHmQy+Nw7Fjz5duysq5c5XMchzffPIXNm28UTNmP4uJi3Hbbrfhg/+twOALfvDSU2WLExwf/f3z729ujOjVwsb3d7/WYwciQy9Cj00W8GHByUiI4V+STTNbjgkQijdqGM2CgxmyXwQmXN7QvvA69FxlpKRGtuRosj8cDu9UBRdzg07hYwkChkvHe39tfycnJMFjGvyLQm42CG/kbavr06VCpVDhzZvQKEYcPH8bKlSsFVfPzEoZhwCG0JTRC2cTEsixEIlHQ8YhEIsEkzCNJTEyAyTLyd4TFCsFckE2IJPPd995DSmkRJIroLXJNmVqBf+3dw1tNMIZhsGXLzXj77YbLo5k/+cn6yz8/e7YbNhuLhQsX8hLfaBYsWIBFixbiowP/J6Qkyu12Yd/+17Fx40ZMmRLd9XJ9Oh3SwliEfSiZWASVTAq9Xh+x5wCAzMxMsI7IT6u6LQakpYenxau/ZDIZtLk5aO4PbSTiQp8HFZOnhimq8NLr9VBp5BCJhn+JxiVI0d8//nIaIUhOSYHePPb70Mf5YDSbIr6pL1QMw2Dz5s2oqxu5PrDBYEBzczOqq6t5iG58MpkM7NDCqwFgfawgN8hNRCqVGk7XyEmww8kJ5iIm5pNMl8uFD/fvR9rU6BYdTcjNhtPrRUNDQ1Sf92rl5eVQKuPQ0DB8R+O+feewcuUawbRgu9qWLV9DWnoS6urfDypJ9/l8OHDobUydWonq6hURiHB0drsdHi8LdZBTMP5KUSoiniTk5OTAbtJF/ELJadZj0qRJEX2OkUyeNgPne0MbDb6gZzB5ijCTTJ1OB3X8yF/oijhRxC9SwiUtPQ0689ijriarBWqVOqqj4cGaOnUqRCIRmpubh/2svr4eS5cuFeTIODCwgcnrC35NpdfnFcSOZmBgLbzP5wM3xpKysbAsG7XNisFQKJVwjZJkOl2+qC0fG4/wMpAAHTlyBJqsdCgSolvagmEYpEwuwzvvvhvV5x0aw4oVK3HgwOCdyAaDDU1NfViwYAFPkY1NJBJh+/btMJkH6loG6uSpQ5DJgNtvvz0C0Y2tv78fySpFxKeEkiUi9PVFthVjSkoKRAA89sjWtfOYelFWUhzR5xjJtGnTcS6EouxOjw8dOgfKy8vDGFX4GAwGyNUjvw9lal/MTJenp6ejf5wks9+oF1xLz9EwDIOamhqcOHFi0O1utxsNDQ1YsSK6F8aB0Gg0cHqC31Ht9DijuvZ6LAzDQCKVBL0RifWwgr6okYglGG0y0OfjBJMgx3SSyXEc/v3+e0iO0lrMoVJKCnH+/DnodMF34QnVnDlzcOFCD6zWKyeG+voWzJ49W9AfEKVSifvvvw+fnT6Efl2334/ruNiEpuYGfPe+70Z1t/IlRqMR8VGYDtIwgMkU2alshmFQUlIKuy60dqVj4TgOdl0nysqivzs7Pz8fdg/Qbw3uS+bLbjdKigoFMzIzlNlshlQ5chItUwJGY2wkmWlpaegzjT3q2m+KnSQTGFgz39HRgeeee+7yn127dqG8vFzQU/4ajQYOlyOo2Q2O4+BwOQSTZAKASqWEyxHcDnGX0yWY/QwjYZjRS9BxnHDWxkb/WzqMmpubYbHakJsX3j7l/hLLpEguKcSH+/djy9e+xksMSqUSlZUV+Pzzi5g3b6AjyalTXdi06VZe4glEZmYmvv71r+Olf7yCtWu+Dpls7C9zu92CQ0fewXe/ey/i4/kpymy1WhEnjvyHVy1iYIlCrcNZM6fj/3xwCMiLzGidy2KAWMQgOzs7Iscfi0gkwqxZM3H64mdYVhb4qe7zbg5zlglzNgAArFYLpPKRv2RkytgpyJ6RkYF+w9gX6r0GHTKyMqMUUegUCgV++ctfDrtQzMwU9muQyWRQyBVwsk4oJYFN6Tu9TijkCkENbqhUajjsTsQlBN6O1GFzCGZd40hY1gvxKN9FYrFwdvnH9EjmoSNHkFhSEHTGHkgnltEklxXj8NEjvG0AAoBp02aioWFgNNBmc6GzU8/LyFEwqqqqMHlKJT49+fGY9+M4Dkfr38eyZUt4nb60WCxQReECUS0Rw2yKfJI5Y8YMmHva4IvQTnZrdzNmz5rF21X1dfMW4lRX4J9Np8eHs91OzJ49OwJRhYfNboVEPvIpXCJjYA9DBYdoSEhIgNvrgcM1+jRtr0mHjIyMKEYVusTERGi12kF/hDoqfrXkpGTY3IG/d2weG5KTkiMQUfCSkpNgNfnXUepqPp8PVotNMDu0R+LxeCCRjJ5kCqX8UswmmRzH4dixY0gq0gZ9jEA7sYxEnZYCl9uNjo7I1zUcTWVlJc6d6wHHcbhwoReFhQUxtcNv27Zb0HGxEW3tF2C2GEf8c/7CadjtJmzYsIHXWJ1OJ+Qhlvjwh1wkgssR+W4TCQkJyMvLg6W7JezH5jgO9q5GzJ9XFfZj+6u8vBwWF9AzSj250Xze6UJpcZGgpv6GcrmcEI/2JSNh4PajwLkQMAyD9NR09BpG3+jWZ4y9JDNWZWVnweIOfJ22xW1BVo4wusxckpqSCrMx8CTTZrFDpVYJ+nvU7XZBKh1lTbaUiVob3/HE7HR5a2srfAygDKFPeaCdWEbCMAwSCvJQf+wYcnP5qbCfmpoKsViCX/3qXVgsdixdKszyGKNRq9W4887/wN//vnvUEWGxWIxvfese3j/0Ax0xIj8qJxEx8HijcyW6fOkS/O+e95GQUxTW4zqMvRAzHEpL+VkzDQxMmS9YuBD1LYexdsrw011G/Mif/eMdHGo2LY90eCFhfT6MVjxCJGLGbNQgNBkZ6eg16qDNHF6FgOM49OopyYyWXG0uGloCr5pi8VgwOW9yBCIKXmZGJpq6zgf8OGO/EelRLrsWKJfbBZl05BOAVMoIpltRzCaZ58+fR1x2ZkjTcJd2nYXaBisuOxNnzp4N6RihYBgGP/rRo7BYBq4+c3L4WaMaipkzZ/La+tJfXrcbkigkmWKGgTdK0x1z5szBi7v/AbfNBJk6fG37zK1f4Ibly3hfgL54yTI88fFHWF3JQTykpuT3a4YX9+63etFt8gr+/TjeEh2OE8aaLH+kZ2agb5R1mRa7FVKJRNDr4yaS3NxcHPUdDfhxFtbC20DLaLKzs3H89LGAH6fvM/KyjjwQbpcLshgYyYzZ6fLG5mbIU4SxS0+VloKL7e28rstMS0tDYWEhCguFuxt2ImBGKHwdsediovPxlMvlWLp4MYzNn4ftmB6nHZbuZixbujRsxwxWVlYWsrIy0dDp35X9Jy1uLFi4iPdR8/GIxWKMdsrhfBxEImGUMPFHRkbGqDvM+2KofNFEoNVqobfpA/o+4zgOerseWm3wy9ciIScnB7ruwKu/6Hv0mJQT/dq+gXC53aNOl0ulEMxIZswmmS1trVClCmORsUytAstxES85Q/gnlcnhicI0pNfHQRrBrkJD1dRUw9RxDt4wtZk0Np3C/HnzERcX+K7OSFh6w0rUtY0/suf1cTjW5sGy5TdEIarQSCVS+LwjvxdZFryU+ApWWloa9KPshteZDUhNFUYf5mtBYmIixGIx7F6734+xe+0Qi8WC2yiTmpoKl9MFhy2w9e39XTrk5+dHJqgwYb1eSEbZXS4RI+Jtif0Vs0mm3WqDTCWMrgkMw0ChVl2eriYTl0wmQ2iLK/zj4ThIJdFLMpOTkzF37lwYmk6FfCyv2wlT2xmsX7c2DJGFx9y5c9Fp8o5bM7PhogvZOdnIyhLWBoaRyOUKeEdJMn1eLqZmNFJSUqAfpSC73mxEajqNZEYLwzDIz8+H3uF/xyi9Q4+CguArvUSKSCTCpLxc9F7s9fsxLMuir6tfcFP/Q7Gsb4wSRqEvAwyXmE0yvV4vGIFUtAcAkVgsmF8qiRyVSgVHFFZFOFgWqrjorkHbuH4dTK1fhDyaaWg8iTlz5iAlZfh6R75IpVIsWnQ9jraMvU6prs2H5StWRSmq0CgVSrCekd+MXg8HhUIYF+H+SE5OhsFsgm+EdaR6i0lQ76VrQWl5KfSuAJJMlx6l5fxt8BtLcWExegJIMnU9eiQlJwm6ELs/hJLwx2ySyXq9YATUl5sRiSjJvAZoNBpYozBdbvGyiI9yzbm0tDRUVVXBcOHE+Hcehcdph6n1DDZv2hjGyMJj6bIb8GmbG95Rfn/9Vi+6zF7MmjUrypEFR6lUgfWM/EXicfugUsbOl6RUKoVCroDNMXyK1my3Cm4adqIrLS2FweN/xyiDx8BrFYmxFBUVoafd/xa93e09KCwsjGBE4SESicCOci7z+ThKMkMVp9HAYw/P+rFwcNlsvHWhIdETHx8PKxv5Xbs2H5DAwxfrpo0bYGo/C48j8NpyAGA4fxwLFy4U5MhTZmYmsrKycKZr5AXx9S1uLFgg/A0/l6hUKrCekU/hXjcHtUq4NT5HkhAfD7Nt+PvObLciISF8VQ/I+AoLC2GwGeD1jT9w4vV5YbAZUFBQEIXIAldcXIyutm6/NzL1tPeitESYCfPV5HIZPKPMZLjdjGCWy8RskpmekQGnycx3GAAAH8vCYbXR4vRrQHJyMoyuwEpDyL/akS4PYGe60cfx0uM4KSkJy5ctg/5c4GU/3DYTLJ2N2LSR34L5Y1m05AYc7xh+YvZxHD7t8OL6xUt4iCo4KpUK3lE2kLIuUcyV/NFoNLDYhyeZVrtN0EXxJyKZTIacrBzoHOPvzNY5dMjJzhFUO8mrJSUlQS6Xwajzb2NuV1sPiouLIxxV6BQKBZyukQc8XG4OCoUiyhGNLGaTzOysTDiNoe3mFkklg/4OltNoRkJSYkhF3UlsSElJgdXlhieAvrDVGcmD/vaHzuXhrc/x2rW1sPW0wmUZeU2WXDPy69CfO4aVK1cKOiGYO3cuGnudsLsH//6a+z2I08QLfrH/1dRqNTyukUcyPC4m5pJMlUo1YmtJu9MR8+vjYlHllEr0OcafZu5z9GHyFGEVYR/q0mjmeBw2B+xWe0zUmtZo4mG1jbyD3GrzCWZmNWaTzMryCjg6e0I6xqS5Mwf9HSxTRycqyitCOgaJDSKRCCkJCdC5/C+UviQ9adDf4/FxHHR2B28dJ9RqNdaurR11NLP4hq3DbnMY++HUdWL1qpWRDi8kSqUSFeVlePu0FQcv2C//+fCsE1XzF/EdXkDi4uLgdox8seNxcYIpH+UvlUoF55BWmBzHwUlJJi8qJ1dC7xl/84/eo0dFpbC//0pLytDdOn6+0NXWjfz8fIgEtN9jNAmJyTBbRk4yLTYvJZmhmjx5MkzdvfCGUNU+a+bUQX8Hy97eidkC7w5CwicrKws9ASSZgdK7vYhTqXhdU1O9YgU8pj44DP5dyBnP12PjhvWCmaIZy+YtN0OTXwVr0uzLf7RTFmKJAArHB0Kj0cBpH/l96HYIZyTDX3KFAq4h53MvywIME1M1PyeKkpIS6Ky6Mddlen1e6Kw6lJSURDGywBUXF6O7ffwd5l1tPYLdwDRUamoGjOYRlv74OBiMDsGsi4/ZT65CoUBhURFMrR1IKeFvJ5jX6YKpuxeTJwt7uoCET15hIbrquzA9QsfvcriQO4nf6RqZTIYNG9bj7Q8OQnnd6jHva9f3wGM1YGmMJGm5ubm4/Y47+Q4jZPHx8XDY3OC44TtJHTavoJctjEQqlcDrGpzQeFkvJZg8kcvlyMkeWJeZoR65b3y/vR+TsicJZpPJaHJzc2HUGeFyuiFXjL52tKetF4s3LY1eYCFIS0vDiWPDk0yTmYVapRTMGtmgRzI7Oztx6623YtWqVfj2t78Nm8026n2tVitWrFiBurq6YJ9uRMsWL4bhywthPWag+r88jxnTp8fECA4JjzytFl2jFMEOh06XG3mFRRE7vr+WLF4Mr80w7mim8cKn2Lhhfczsyp4oJBIJ5Ao5XPbBU+acj4PD5o65sj8SqRSeIV1KWJaFVExJJl+mTpuKXsfoI4B9zj5MmT4lihEFRyKRYFLuJPR0jH4u87E+dF+MjfJFwMCMWm/f8Jnc3n43MrP4WWo1kqCTzJ/97GfYtm0b3nnnHUyZMgV/+MMfRr3vL37xC5jN4d8JPmfOHDgNJtj1/tfzCieO46D74hxW1tTw8vyEH1qtFh22yJXP6vRy0AqgpZlUKsXaNathGqMLkNPUD7dFh8XXXx/FyMgliYkaOG2Dk0yXwweFQhZzI4AikQg+35Akk/MJqh7ytaZyciV07tF3mOvcOlRWVkYxouANTJmPnmTqevVITEqMmQ1zaWlpMFtdcA3ZxNjd50F2tnA2MAb16fV4PKivr8fKlQOL/Ddv3ox33nlnxPvu2bMHarUaZWVlwUc5ColEgqVLlqD/8y/Dfmx/GFs7oFGrUVTE/6gTiZ7U1FT4wMDoDn/xfY7j0GaxC+Y9tWTJEtj6L8JtG7mSg7H5NFZWV9MoJk9SUlNhNw8kZpqUgaTSbmaRnBL98lehGq14tEBqSl+TioqKYLAZ4GGHr/31sB4Y7UbBnKvGU1xUjN6O/lF/3t3eg6IYGcUEALFYjMyMVHT3DoxmZqYPnIO7en3IyxNOzdKgkkyDwYC4uLjLV8ppaWno6Rl+hdDZ2YkXXngBDz30UGhRjmFlTQ30F1rgto4+XR8JHMeh78RpbFi7TjCV9Ul0MAyDAq0W7fbh5VZCZfB4IZZIeKmRORKFQoHrr18EU+uZYT/zup2wdDVj2bKl0Q+MAAAy0jNhMw1c7Nxw+0B/b5uJRVpq7PX69rdYNokemUyGvEl56HdcSc7i5QMbyvod/cidlCuYtX/jKSwsRHdHz6jvs96OPhQVCr8+5tVy87To7B5IMh+6d2D0sqvHK6hSbOPOp+zduxdPPvnkoNu0Wu2wxGro//t8Pvz4xz/GY489FvR6xYaGBjid43+Rl5WWovvEaeRdPy+o5wmGuaMTrN0JsViM48ePR+15iTCo4uPRou/B1MTwlolpszmRmpKCTz/9NKzHDUVGejqMHx9ASvlciERXasGa2s8iNy8P586d4zG6a5vHzcJuHPylaTN4oRZJYu681NXVhSz54HWkDACvl4251zKRJKclo6+5D1lxWQCAVYWrAAC99l6kFKbEzO+G4ziwXhZWsw2ahOHn7a62bpTnu2Lm9QCAWCxHR9eVGTWW5dDVY0N/fz9MptDqiI9k9uzZAT9m3CRz9erVWL168O5Sj8eDqqoqsCwLsViMvr6+YTX9mpqa0NTUhB//+McAgLa2Njz66KP4xS9+gXnz/EsG/d2xXVRUhId/+AgyZ02DTB35emocx6Hn+GncfOONmDt3bsSfjwiPUqnEa//f2bAft9XpweylS4L6MEfSRwcOwtbXAU2G9vJtju4m3HbHrZgyRfgL/ycquVyO86+dHHSbwyzG9YtmC+49NJ7GC40QWQcvQRExIjBMcF9uJDyUSiVeOP/CsNuNXiM2Lt+Iigph18i82r4P96H3Yu+wJNPr8cKkN6O6ujpmRmaBgZrGL//js8v/39PnRkpKot85VjQENV0ulUoxZ84c7NmzBwDw5ptvYvHixYPuU1xcjI8++ghvvfUW3nrrLUyZMgWPP/54RF58YmIiFi26Ht2fng77sUdiar8IsceL+fPnR+X5iPAUFBTgosUGry+8U3ytbq8ga84tXDAfhgsn0f/Vn76zx+G2mWPqC2Yiys7Ohkk3uIC51cAiKyuLp4iC5+N8EDGDv5IYkQi+MH/GSGCKioqgt+rBXrUpy+vzQm/Tx8xO7EsKCwrR23Gli1HKV13Y+rt1SM9Mj6kEExgozdTVY7/8GbnY7YY2TzvOo6Ir6G17O3fuxKuvvoo1a9bg2LFj2LFjBwDgpZdewrPPPhu2AP21Yd06GM43wWUe3vs2nDiOQ0/9Z7hpy5aY6ApAIkOpVCIjNQUXHaM0jw6Cm/Whx2qHViuskwQAXL9oERbOmY4pmWpMyVRjak48vnHnndRKlWdJSUlgvRxcX3X+4XwcTDoHsrOzeY4scD7WN+ycKhaJ4OP8b+FKwk8ulyM9LR0G55UqLganARlpGYKvjzlUfn4++ruvdDG6fcctAIDezj7BJWf+UKvViItToV8/sDGrs9uLPK2wNmIFXeMiJycHL7744rDbb7nllhHvP9J9wyk+Ph7Lly/Hp5+egnbpgog9j6G5DUqxBHPmzInYc5DYUFJWjpZzn0OrDk+N1DaHE5OyMgV5Na1Wq7H15pv4DoMMwTAMMrPSYdHZIZ8kh83EQqNRx2TdXh/LQsQMrlIgYhj4WEoy+VZSUgLdlzqkqlIBAHqHHsUVsbVJBhjYT9LbObwfe3+XDlOLI9VeI7JyJ+Wgq0eH9FQZuvo4zJ6fx3dIg0yoobjaNWtgbG6D0xj+mpzAV6OYx2gUkwworahAaxiLsrfaXCil6WcSoLxcLcz9A2sZTf0e5PDcLSpYI06XMzSSKQQlZSUwsVc2kphYE0pKhbesZzypqanwuNxwDKlzrOvSIy9PWMmZvyblFqKrZ2Aks7vHiZwcYX3+J1SmpFarsbKmGj2fjl48OhT6C81IUKkxY8aMiByfxJbi4mK0WGxhK73S6vGhpKw8LMci14683HxYv5oBtOhYaHOFUyMvECO1xxQxDECljXin1Wphcl1JMo0uI/IF0DAiUAzDIHtSDvq7rxSY53wc+rr7MWnSJB4jC152dg569YDdwcLlZpGcnMx3SINMqCQTAFatXAVT20U4DOHdvj+wo/wUbtqyhepiEgBASkoKRBIJ9GEoyu7jOLRYrCgujr0pKMIvrVaL1i+seO+vBjQet0Orzec7pLCiFJN/mZmZsDgs8Pq88Pq8sDqtyMzM5DusoOTl5qGv60qSaTKYoY5TxUynn6Fyc3NxqsGEX/6mE5NysgSXn8RW3zE/KJVK1FRXo+7EaWiXLwrbcfWNLUiM01C5FnIZwzAoLipCi6EHKfLQOt70uTxQq1RISEgIU3TkWlFSUoL/+s9fXx5Rj7We5VfjhqaUDBVpFwKJRILUlFSYXQNL0dKS02J2019ebh5OnLlSh1jXo0O2wKaYA5Gbm4vf/e538Pl8glzPP+FGMgGgproaxtYOOM2WsBxvoLvP59i8caPgrhIIv0oqKtHqHN5yLVAtNgeKi2gUkwSOYRgkJiYiKSkJSUlJMXuOEonEwxJKn4+DWBSbycxEk52djS/0X+AL/RfIzom96gWX5OTkwNB7Zae8rkeP3BzhdMgJhkqlQlxcHCWZ0aJWq7F82TL0nmwIy/FMbR1QSqS0FpMMU1xcjHZX6Elmm5tFMW36IdcwsVgE1jd4kw/rYyEWT8ivqZizYdMGLKldgiW1S7B+43q+wwlaVlYWdH36yxc0xn6z4DbLTCQT9tNbU10N3fkmePxoSzme/lNnsK62NmZHCEjkaLVa9NoccIdYZqXN6ab1mOSaJhaLwbLsoNtYny9mp2UnGq1Wi5UrV2LlypWCrOXrL41GA4ZhYLcO7DA39hljdn1pLJiwSWZiYiJmzZqFvs+/DOk4tj4d3CYzqqqqwhQZmUikUilyMjPQHkJRdgfLwmB3xuzuRkLCQSaXw+MdPCvg8bghkwpvCpDELoZhkJaeBpPOBI7joO83UJIZQRM2yQSAtWvWoL/hLHxDro4D0X/6DGpWVEMimXB7pEiYFJWWoc0e/Ih5u92FvJwceo+Ra5pcLofbO7hSg9vrEeQ6MxLbsjKz8OFbH+PNv/4LIoZBXFzc+A8iQZnQ32qTJk1CVmYWDE2tSCkJvMeqx+mEvrkVS7/z3QhERyaK4tJSHDp9MujHt9tdKJpGVQvItU0mk8HldQ+6zeV2U5JJwm7rzVvR2dkJ4Mr0OYmMCT2SCQCramqgP3M+qMf2nzmPGTNmQqPRhDkqMpEUFRWh1WoPutRKm9eHopLY655BSDipVCo4XINnBBwuJ1QqFU8RkYkqMTERlZWVqKysRG5ubO8sF7oJn2TOjQVtywAAEzxJREFUmjULLqMZDr0xoMdxHAf9mfOoWbEiQpGRiSI1NRUcw8DkCbwoO8dxaLPYadMPueapVCrY3YOTTLvLGbNFsgkh10CSKZFIsGjhQui+vBDQ4yyd3VDK5SgqKopQZGSiYBgGRfkFaLUHvvlH5/ZCKpMiKSkpApEREjvUajXsDvug2+xOO1RqGskkJFZN+CQTAJYuWQLduQvwBVBmxnC2EcuXLqO1GsQvRRUVaHO6x7/jEK12JwoLA18vTMhEo9FoYLHbBt1msdsQHx/PU0SEkFBdE0lmVlYWMjMyYWxtH/YzZfLwFmys2wN9cysWLlgQjfDIBFBSUoJWV+BVDNqcHpRUVEYgIkJiS3x8PKx266DbLA4b4qnVKiEx65pIMgFgyfXXw3ShZdjt027ZPOw2fVMLSkpK6Qqa+K2goABdVhs8vsCKsre6PCihTT+EQKlUwsuycHuuzAhYHDSSSUgsu2aSzOuuuw7Gtg54XeOvmzOdb8GS66+PQlRkopDL5chKT0NHAOsynawPfTZHTHfPICRcGIZBYnwCTDbL5dtMNgsSE4fPNhFCYsM1k2Sq1WqUV5RD39g65v3cNjusvX3Up5wErLSiAs02/4uyt9md0E6iIuyEXJKQkACT1YKslHQAgJmSTEJi2jWTZALAwvkLYG1uG/M++sYWTJs+nQoAk4CVlleg1ev/dHmz3YmyyskRjIiQ2JKYmAiT1Yyf3LkDAGC0mCnJJCSGXVNJ5vTp02Hq6oHHOfpok7W5HQvmzYtiVGSiKC0tRbPZCp+fRdlb3D6UlpdHOCpCYkdScjIMVjMAwOl2gWW9VIydkBh2TSWZCoUC5ZUVMDYP32UOAB67A5Z+HaZMoRZ/JHAJCQmIj9Ogy49SRl4fh3aLlTb9EHKVpOQkGL9KMo1WMxITEqmMHCEx7JpKMgGgas5cWNsvjvgzQ0s7KisrIZVKoxwVmSjKKsrRbHWMe792uxOZqWlQKpVRiIqQ2JCUlAST7UqSSU0KCIlt11ySOW3aNBjbLsLnHd4C0NZ2EdfNmcNDVGSiKJ88BU3u8etlNtmcKKuk+piEXC05ORnGr3aXmyyUZBIS6665JFOj0SAzOxvmzp5Bt/tYFoaOTkybNo2nyMhEUF5ejmaLfdx1mU0eFhW0LIOQQZKSkmAwmwB8NZKZksxzRISQUFxzSSYAzJg6FdaLXYNus/b0IS09DXFxcTxFRSaC5ORkKJVK9A5Zl5mhuFKtgOU4tJqsKC0tjXZ4hAjapd3lHMfBaKeRTEJi3TVZoG/q1KnYd/AAZPFXEkpTeyeqptIoJgldeUUFGtvOI1Mpv3zb98vyLv93u92JtJRkqNVqPsIjRLDkcjmkEinsTgdMNisqqXwRITHtmhzJLCgoQNWs2chmRZf/VGTn4vpFi/gOjUwA5VOmoNk9er3MJpsT5ZNpqpyQkSQmJMBoNcNkpRqZhMS6a3IkUyKR4PbbbuM7DDJBlZWV4WWLDRyXNGL5lWa3Dyto0w8hI4qPj4fFboXZZkFCQgLf4RBCQnBNjmQSEkmpqamQymToc3mG/YzlOLSYaT0mIaNJSEiA2W6F2WpFfHw83+EQQkIQdJLZ2dmJW2+9FatWrcK3v/1t2Gy2Yfdxu914/PHHsXHjRtTW1uLgwYMhBUtIrCgtKUXLCH3Mux1uJCXE05cnIaNITU/Di/9+HVKpFAqFgu9wCCEhCDrJ/NnPfoZt27bhnXfewZQpU/CHP/xh2H3+8pe/wGAw4I033sBvfvMb/PCHPwTnZ8s9QmJZSWUlWlzDa7E22xwoKS3jISJCYsOWLVvw3//933jmN89Qtx9CYlxQSabH40F9fT1WrlwJANi8eTPeeeedYffbu3cvvvnNb4JhGJSUlGDXrl2UZJJrQmlpKVocrmG3t3p8KKmo4CEiQmKDSCSCUqmETCYb/86EEEELKsk0GAyIi4uDRDKwbygtLQ09PT3D7tfa2or6+nps27YNN998M/r7+yES0TJQMvHl5OTA4nLD7h3c/afd7kRxcTFPURFCCCHRM+7u8r179+LJJ58cdJtWqx02jTHStAbLsuju7sbu3btx9uxZ3H333di7dy80Go1fwTU0NMDpHL6ujZBYkJqchHaHC2UaFQDA6mVhdbtx8eJFdHZ28hwdIYQQ4r/Zs2cH/Jhxk8zVq1dj9erVg27zeDyoqqoCy7IQi8Xo6+tDenr6sMempqaitrYWDMOgvLwcmZmZaG5u9rt14+TJk/18GYQIz4VzZ9H+2fHLSWaH3YmC3DzMmTOH58gIIYSQyAtq7loqlWLOnDnYs2cPAODNN9/E4sWLh91v2bJll+/T3t6Orq4uFBQUhBAuIbFDW1CIbvbKGuROhwv5NFVOCCHkGhH0AsmdO3fi1VdfxZo1a3Ds2DHs2LEDAPDSSy/h2WefBQB8//vfR29vL2pra7F9+3Y8/vjjfk+VExLrcnNz0XXV5p9uFsjVanmMiBBCCIkehqPt3oREhNfrxbe3b0dZ0kBNzCaTFY88+ijy8vLGeSQhhBAS+yjJJCSCzp8/D7PZDGBgmcnUqVOp9h8hhJBrAiWZhBBCCCEk7KhoJSGEEEIICTtKMgkhhBBCSNhRkkkIIYQQQsKOkkxCCCGEEBJ2lGQSQgghhJCwoySTEEIIIYSEHSWZhBBCCCEk7CjJJIQQQgghYUdJJiGEEEIICTtKMgkhhBBCSNhRkkkIIYQQQsKOkkxCCCGEEBJ2lGQSQgghhJCwoySTEEIIIYSEHSWZhBBCCCEk7CjJJIQQQgghYUdJJiGEEEIICTtKMgkhhBBCSNhRkkkIIYQQQsKOkkxCCCGEEBJ2lGQSQgghhJCwu6aTTKvVirVr16Kjo4PvUEL27LPPYs2aNaitrcWuXbv4DicsnnrqKTzyyCN8hxGS22+/HbW1tdiwYQM2bNiAzz77jO+QgrZv3z5s3rwZq1evxuOPP853OEF77bXXLv8+NmzYgNmzZ+PnP/8532EF7a233kJtbS1qa2vx1FNP8R1OUEY6F3s8Htxxxx2oq6vjMbLADX0tr7zyCtauXYt169bhhz/8IdxuN88RBmbo6/nHP/6B2tparFmzBk899RQ4juM5Qv8NfS0nTpzATTfdhNraWjz44IMx9bu5+rV89NFHg85p8+bNw7e+9S2+QxzAXaNOnjzJrV27lps8eTLX3t7Odzghqaur47Zu3cp5PB7O4XBwy5Yt4xobG/kOKySHDx/mqqqquIcffpjvUILm8/m4RYsWcR6Ph+9QQtbW1sYtWrSI6+rq4txuN3fLLbdw+/fv5zuskJ07d46rrq7mdDod36EExW63c3PnzuV0Oh3n8Xi4LVu2cIcOHeI7rICMdC5ubGzkbr75Zm7q1Knc0aNHeY7Qf0NfS1NTE1ddXc1ZLBbO5/NxDz30ELdr1y6+w/Tb0NfT1tbGVVdXczabjfN6vdzNN9/MHThwgO8w/TL0tVgsFm7hwoXcmTNnOI7juAceeIDbvXs3z1H6Z6z8pbe3l7vhhhu45uZmfoIb4podyXz11Vexc+dOpKen8x1KyK677jr87W9/g0QigU6nA8uyUKlUfIcVNKPRiGeeeQbbt2/nO5SQNDU1AQC+8Y1vYP369fj73//Oc0TBe++997BmzRpkZmZCKpXimWeewfTp0/kOK2Q//elP8cADDyA5OZnvUILCsix8Ph8cDge8Xi+8Xi/kcjnfYQVkpHPxP//5T9x9990x9x4b+lpkMhl27tyJuLg4MAyD0tJSdHZ28hyl/4a+ntzcXLz99ttQqVQwm82wWq2Ij4/nOUr/DH0thw4dwowZM1BeXg4AePTRR1FdXc1niH4bK395+umnsXXrVuTn50c/sBFI+A6AL7/85S/5DiGspFIpfvvb3+K5557DqlWrkJGRwXdIQfvJT36CBx54AF1dXXyHEhKz2Yz58+fjscceg8fjwde//nUUFBRg4cKFfIcWsNbWVkilUmzfvh1dXV1YunQpduzYwXdYITl8+DCcTidWr17NdyhBi4uLw/3334/Vq1dDqVRi7ty5mDVrFt9hBWSkc/FDDz0EAHjhhReiHU5Ihr6WnJwc5OTkAAD0ej12796NJ598ko/QgjLS70YqleLVV1/FU089hWnTpl1O0oRu6GtpbW2FSqXCAw88gKamJsyaNStmlmeNlr+0tLTgk08+EVR+c82OZE5E9913H44cOYKuri68+uqrfIcTlNdeew1ZWVmYP38+36GEbObMmXj66aeh0WiQnJyMLVu24KOPPuI7rKCwLIsjR47giSeewCuvvIJTp07hjTfe4DuskLz88su48847+Q4jJF9++SX+93//Fx9++CEOHDgAkUiEv/71r3yHRYbo6enBHXfcga997WuoqqriO5yQ3XTTTairq0Nqaip+97vf8R1OUFiWxcGDB/Hggw/i9ddfh8PhwJ///Ge+wwrJK6+8gm3btkEmk/EdymWUZE4AjY2NOHPmDABAqVSipqYGZ8+e5Tmq4OzZsweHDh3Chg0b8Nvf/hb79u3DE088wXdYQTl27BiOHDly+f85joNEEpuTB6mpqZg/fz6Sk5OhUCiwYsUKnDp1iu+wguZ2u1FfX4/ly5fzHUpIDh48iPnz5yMlJQUymQybN2/GJ598wndY5CqNjY3YunUrNm3ahHvvvZfvcELS1dWF48ePAwAkEglqa2tj9rsmNTUV06dPR25uLsRiMVavXh3T5zQA+OCDD7BmzRq+wxiEkswJoKOjA48++ijcbjfcbjc++OADzJ49m++wgrJr1y7861//wltvvYX77rsPy5cvx49+9CO+wwqKxWLB008/DZfLBavVijfeeCNm1vwMtWzZMhw8eBBmsxksy+LAgQOYPHky32EF7ezZs8jPz4/ptcsAUF5ejsOHD8Nut4PjOOzbtw9Tp07lOyzyFavVirvuugv3338/vvGNb/AdTsgsFgt+8IMfwGw2g+M4/Pvf/47Z75pFixahoaHh8rKsDz/8MKbPaXq9Hk6nE7m5uXyHMkhsDquQQZYsWYJTp05h48aNEIvFqKmpQW1tLd9hXfOWLVuGzz77DBs3boTP58O2bdswc+ZMvsMKyvTp03H33Xdj27Zt8Hg8WLhwIb72ta/xHVbQ2tvbkZmZyXcYIVu0aBG++OILbN68GVKpFFOnTsU999zDd1jkK//85z/R39+PXbt2XS4tt3z5ctx///08Rxac0tJS3HPPPdi6dSvEYjHmzJkTs0tOsrKy8POf/xzbt2+Hy+VCRUUFHn74Yb7DClpHR4cgz2kMx8VQkStCCCGEEBITaLqcEEIIIYSEHSWZhBBCCCEk7CjJJIQQQgghYUdJJiGEEEIICTtKMgkhhBBCSNhRkkkIISF67bXXsHv37rAft66uDmvXrg37cQkhJBooySSEkBAdP34cTqeT7zAIIURQKMkkhJCr1NXVYevWrfjBD36AjRs3Yu3atTh+/DjcbjeeeOIJbNq0CevXr8cjjzwCq9WK9957D/v27cPzzz+P//mf/8HMmTNht9sBAD/5yU9w2223XT52TU0NGhsbcf78edx+++1Yt24d1q9fjzfffPPyc69fvx5bt27FunXr4Ha7Lz/22LFjWLp0KT799NPo/oMQQkiQqOMPIYQMcerUKezcuRMVFRV47rnn8Mwzz2DevHkQi8V4/fXXwTAMfv3rX+M///M/8dOf/hQffPABSkpKcNddd+HIkSOoq6vDsmXLUFdXB6vVCpvNhq6uLkgkEmi1WqxatQoPPfQQampq0NPTgxtvvBFarRYAcP78ebz//vvIyclBXV0dAODo0aN47LHH8Mc//hHl5eV8/tMQQojfKMkkhJAhsrOzUVFRAQCorKzEG2+8gf3798NiseDw4cMAAI/Hg5SUlGGPra6uxscff4y8vDxkZGSgtLQU9fX1OHv2LGpqatDS0gKXy4WamhoAQEZGBmpqanDgwAFUVVUhKysLOTk5l4/X3d2N7du345ZbbqEEkxASUyjJJISQIRQKxeX/ZhgGHMfB5/PhRz/6EZYsWQIAsNlscLlcwx5bXV2NW2+9Ffn5+Vi4cCHi4+Nx8OBBnD59Gj/72c/AsiwYhhn0GI7j4PV6AQAqlWrQz8RiMf785z/jO9/5DlatWoXp06eH++USQkhE0JpMQgjxw6JFi7B792643W74fD489thj+PWvfw1gIBG8lCRmZmYiKSkJL7/8MhYuXIhFixbh3XffhdFoRHl5OQoLCyGRSPDuu+8CAHp6evDvf/8bCxYsGPF509LSMGvWLDz88MN46KGH4HA4ovOCCSEkRJRkEkKIH77zne8gJycHmzZtwpo1a8BxHB555BEAwOLFi/Hyyy/jT3/6E4CB0Uy9Xo/Kykrk5uZCoVBgxYoVAACpVIo//OEP+Nvf/oZ169bhzjvvxL333ot58+aN+fybNm1CQUEBfvWrX0X2hRJCSJgwHMdxfAdBCCGEEEImFhrJJIQQQgghYUdJJiGEEEIICTtKMgkhhBBCSNhRkkkIIYQQQsKOkkxCCCGEEBJ2lGQSQgghhJCwoySTEEIIIYSEHSWZhBBCCCEk7P4v8pwvnVZcRdkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the example dataset of brain network correlations\n",
    "df = sns.load_dataset(\"brain_networks\", header=[0, 1, 2], index_col=0)\n",
    "\n",
    "# Pull out a specific subset of networks\n",
    "used_networks = [1, 3, 4, 5, 6, 7, 8, 11, 12, 13, 16, 17]\n",
    "used_columns = (df.columns.get_level_values(\"network\")\n",
    "                          .astype(int)\n",
    "                          .isin(used_networks))\n",
    "#创建矩阵\n",
    "df = df.loc[:, used_columns]\n",
    "\n",
    "# Compute the correlation matrix and average over networks\n",
    "# 计算相对系数和均值\n",
    "corr_df = df.corr().groupby(level=\"network\").mean()\n",
    "corr_df.index = corr_df.index.astype(int)\n",
    "corr_df = corr_df.sort_index().T\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(11, 6))\n",
    "\n",
    "# Draw a violinplot with a narrower bandwidth than the default\n",
    "sns.violinplot(data=corr_df, palette=\"Set3\", bw=.2, cut=1, linewidth=1)\n",
    "\n",
    "# Finalize the figure\n",
    "ax.set(ylim=(-.7, 1.05))\n",
    "sns.despine(left=True, bottom=True);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
